{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yfinance as yf\n",
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "bitcoin = yf.Ticker(\"BTC-INR\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'companyOfficers': [],\n",
       " 'name': 'Bitcoin',\n",
       " 'startDate': 1367107200,\n",
       " 'description': 'Bitcoin (BTC) is a cryptocurrency . Users are able to generate BTC through the process of mining. Bitcoin has a current supply of 18,708,993. The last known price of Bitcoin is 49,986.5034803 USD and is down -11.55 over the last 24 hours. It is currently trading on 9551 active market(s) with $103,593,223,572.65 traded over the last 24 hours. More information can be found at https://bitcoin.org/.',\n",
       " 'maxAge': 1,\n",
       " 'previousClose': 3461574.5,\n",
       " 'regularMarketOpen': 3461574.5,\n",
       " 'twoHundredDayAverage': 2844280.5,\n",
       " 'trailingAnnualDividendYield': None,\n",
       " 'payoutRatio': None,\n",
       " 'volume24Hr': 7532636012544,\n",
       " 'regularMarketDayHigh': 3773362,\n",
       " 'navPrice': None,\n",
       " 'averageDailyVolume10Day': 4905926694507,\n",
       " 'totalAssets': None,\n",
       " 'regularMarketPreviousClose': 3461574.5,\n",
       " 'fiftyDayAverage': 4200676.5,\n",
       " 'trailingAnnualDividendRate': None,\n",
       " 'open': 3461574.5,\n",
       " 'toCurrency': 'INR=X',\n",
       " 'averageVolume10days': 4905926694507,\n",
       " 'expireDate': None,\n",
       " 'yield': None,\n",
       " 'algorithm': None,\n",
       " 'dividendRate': None,\n",
       " 'exDividendDate': None,\n",
       " 'beta': None,\n",
       " 'circulatingSupply': 18709062,\n",
       " 'regularMarketDayLow': 3461574.5,\n",
       " 'priceHint': 2,\n",
       " 'currency': 'INR',\n",
       " 'regularMarketVolume': 7532636012544,\n",
       " 'lastMarket': 'CoinMarketCap',\n",
       " 'maxSupply': None,\n",
       " 'openInterest': None,\n",
       " 'marketCap': 68713139142656,\n",
       " 'volumeAllCurrencies': 7532636012544,\n",
       " 'strikePrice': None,\n",
       " 'averageVolume': 4667156079839,\n",
       " 'priceToSalesTrailing12Months': None,\n",
       " 'dayLow': 3461574.5,\n",
       " 'ask': None,\n",
       " 'ytdReturn': None,\n",
       " 'askSize': None,\n",
       " 'volume': 7532636012544,\n",
       " 'fiftyTwoWeekHigh': 4874119,\n",
       " 'forwardPE': None,\n",
       " 'fromCurrency': 'BTC',\n",
       " 'fiveYearAvgDividendYield': None,\n",
       " 'fiftyTwoWeekLow': 661574.3,\n",
       " 'bid': None,\n",
       " 'tradeable': False,\n",
       " 'dividendYield': None,\n",
       " 'bidSize': None,\n",
       " 'dayHigh': 3773362,\n",
       " 'exchange': 'CCC',\n",
       " 'shortName': 'Bitcoin INR',\n",
       " 'exchangeTimezoneName': 'Europe/London',\n",
       " 'exchangeTimezoneShortName': 'BST',\n",
       " 'isEsgPopulated': False,\n",
       " 'gmtOffSetMilliseconds': '3600000',\n",
       " 'quoteType': 'CRYPTOCURRENCY',\n",
       " 'symbol': 'BTC-INR',\n",
       " 'messageBoardId': 'finmb_BTC_CCC',\n",
       " 'market': 'ccc_market',\n",
       " 'regularMarketPrice': 3672719.5,\n",
       " 'logo_url': ''}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bitcoin.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-05-09</th>\n",
       "      <td>4315477.00</td>\n",
       "      <td>4339921.0</td>\n",
       "      <td>4139905.00</td>\n",
       "      <td>4267878.50</td>\n",
       "      <td>4830337386515</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-10</th>\n",
       "      <td>4269238.50</td>\n",
       "      <td>4365943.0</td>\n",
       "      <td>3972143.25</td>\n",
       "      <td>4105709.25</td>\n",
       "      <td>5275594240615</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-11</th>\n",
       "      <td>4104786.25</td>\n",
       "      <td>4172762.5</td>\n",
       "      <td>4012453.00</td>\n",
       "      <td>4160718.00</td>\n",
       "      <td>4498525038311</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-12</th>\n",
       "      <td>4161448.75</td>\n",
       "      <td>4256196.5</td>\n",
       "      <td>3621502.00</td>\n",
       "      <td>3621502.00</td>\n",
       "      <td>5542009807476</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-13</th>\n",
       "      <td>3461574.50</td>\n",
       "      <td>3773362.0</td>\n",
       "      <td>3461574.50</td>\n",
       "      <td>3672719.50</td>\n",
       "      <td>7532636012544</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open       High         Low       Close         Volume  \\\n",
       "Date                                                                       \n",
       "2021-05-09  4315477.00  4339921.0  4139905.00  4267878.50  4830337386515   \n",
       "2021-05-10  4269238.50  4365943.0  3972143.25  4105709.25  5275594240615   \n",
       "2021-05-11  4104786.25  4172762.5  4012453.00  4160718.00  4498525038311   \n",
       "2021-05-12  4161448.75  4256196.5  3621502.00  3621502.00  5542009807476   \n",
       "2021-05-13  3461574.50  3773362.0  3461574.50  3672719.50  7532636012544   \n",
       "\n",
       "            Dividends  Stock Splits  \n",
       "Date                                 \n",
       "2021-05-09          0             0  \n",
       "2021-05-10          0             0  \n",
       "2021-05-11          0             0  \n",
       "2021-05-12          0             0  \n",
       "2021-05-13          0             0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bitcoin.history(period='5d')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=bitcoin.history(start='2001-01-19', end='2021-05-13', actions=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-09-18</th>\n",
       "      <td>7.349759e+05</td>\n",
       "      <td>7.314907e+05</td>\n",
       "      <td>7.254785e+05</td>\n",
       "      <td>7.259610e+05</td>\n",
       "      <td>1151007367909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-19</th>\n",
       "      <td>7.261210e+05</td>\n",
       "      <td>7.350398e+05</td>\n",
       "      <td>7.033428e+05</td>\n",
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       "    <tr>\n",
       "      <th>2019-09-20</th>\n",
       "      <td>7.329443e+05</td>\n",
       "      <td>7.324158e+05</td>\n",
       "      <td>7.214724e+05</td>\n",
       "      <td>7.249939e+05</td>\n",
       "      <td>1049162707455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-21</th>\n",
       "      <td>7.251369e+05</td>\n",
       "      <td>7.254537e+05</td>\n",
       "      <td>7.121104e+05</td>\n",
       "      <td>7.134639e+05</td>\n",
       "      <td>955959548212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-22</th>\n",
       "      <td>7.137771e+05</td>\n",
       "      <td>7.173071e+05</td>\n",
       "      <td>7.064909e+05</td>\n",
       "      <td>7.170186e+05</td>\n",
       "      <td>939823886302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2021-05-08</th>\n",
       "      <td>4.203413e+06</td>\n",
       "      <td>4.358518e+06</td>\n",
       "      <td>4.175742e+06</td>\n",
       "      <td>4.310082e+06</td>\n",
       "      <td>4792310948535</td>\n",
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       "    <tr>\n",
       "      <th>2021-05-09</th>\n",
       "      <td>4.315477e+06</td>\n",
       "      <td>4.339921e+06</td>\n",
       "      <td>4.139905e+06</td>\n",
       "      <td>4.267878e+06</td>\n",
       "      <td>4830337386515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-10</th>\n",
       "      <td>4.269238e+06</td>\n",
       "      <td>4.365943e+06</td>\n",
       "      <td>3.972143e+06</td>\n",
       "      <td>4.105709e+06</td>\n",
       "      <td>5275594240615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-11</th>\n",
       "      <td>4.104786e+06</td>\n",
       "      <td>4.172762e+06</td>\n",
       "      <td>4.012453e+06</td>\n",
       "      <td>4.160718e+06</td>\n",
       "      <td>4498525038311</td>\n",
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       "    <tr>\n",
       "      <th>2021-05-12</th>\n",
       "      <td>4.161449e+06</td>\n",
       "      <td>4.256196e+06</td>\n",
       "      <td>3.621502e+06</td>\n",
       "      <td>3.621502e+06</td>\n",
       "      <td>5542009807476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>599 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Open          High           Low         Close  \\\n",
       "Date                                                                 \n",
       "2019-09-18  7.349759e+05  7.314907e+05  7.254785e+05  7.259610e+05   \n",
       "2019-09-19  7.261210e+05  7.350398e+05  7.033428e+05  7.329512e+05   \n",
       "2019-09-20  7.329443e+05  7.324158e+05  7.214724e+05  7.249939e+05   \n",
       "2019-09-21  7.251369e+05  7.254537e+05  7.121104e+05  7.134639e+05   \n",
       "2019-09-22  7.137771e+05  7.173071e+05  7.064909e+05  7.170186e+05   \n",
       "...                  ...           ...           ...           ...   \n",
       "2021-05-08  4.203413e+06  4.358518e+06  4.175742e+06  4.310082e+06   \n",
       "2021-05-09  4.315477e+06  4.339921e+06  4.139905e+06  4.267878e+06   \n",
       "2021-05-10  4.269238e+06  4.365943e+06  3.972143e+06  4.105709e+06   \n",
       "2021-05-11  4.104786e+06  4.172762e+06  4.012453e+06  4.160718e+06   \n",
       "2021-05-12  4.161449e+06  4.256196e+06  3.621502e+06  3.621502e+06   \n",
       "\n",
       "                   Volume  \n",
       "Date                       \n",
       "2019-09-18  1151007367909  \n",
       "2019-09-19  1423413584969  \n",
       "2019-09-20  1049162707455  \n",
       "2019-09-21   955959548212  \n",
       "2019-09-22   939823886302  \n",
       "...                   ...  \n",
       "2021-05-08  4792310948535  \n",
       "2021-05-09  4830337386515  \n",
       "2021-05-10  5275594240615  \n",
       "2021-05-11  4498525038311  \n",
       "2021-05-12  5542009807476  \n",
       "\n",
       "[599 rows x 5 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2019-09-18', '2019-09-19', '2019-09-20', '2019-09-21',\n",
       "               '2019-09-22', '2019-09-23', '2019-09-24', '2019-09-25',\n",
       "               '2019-09-26', '2019-09-27',\n",
       "               ...\n",
       "               '2021-05-03', '2021-05-04', '2021-05-05', '2021-05-06',\n",
       "               '2021-05-07', '2021-05-08', '2021-05-09', '2021-05-10',\n",
       "               '2021-05-11', '2021-05-12'],\n",
       "              dtype='datetime64[ns]', name='Date', length=599, freq=None)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(599, 5)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Open      0\n",
       "High      0\n",
       "Low       0\n",
       "Close     0\n",
       "Volume    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop(['Open','High','Volume','Low'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-09-18</th>\n",
       "      <td>725961.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-19</th>\n",
       "      <td>732951.1875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-20</th>\n",
       "      <td>724993.9375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-21</th>\n",
       "      <td>713463.9375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-22</th>\n",
       "      <td>717018.5625</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Close\n",
       "Date                   \n",
       "2019-09-18  725961.0000\n",
       "2019-09-19  732951.1875\n",
       "2019-09-20  724993.9375\n",
       "2019-09-21  713463.9375\n",
       "2019-09-22  717018.5625"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = (20,7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,7))\n",
    "plt.title(\"Price of bitcoin over the years\")\n",
    "plt.plot(df['2019-09-18':'2021-05-13'])\n",
    "plt.ylabel(\"Price in INR\")\n",
    "plt.xlabel(\"Time\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,7))\n",
    "plt.title(\"Price of bitcoin in year 2021\")\n",
    "plt.plot(df['2021-01-01':'2021-05-13'])\n",
    "plt.ylabel(\"Price in INR\")\n",
    "plt.xlabel(\"Time\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=df.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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    {
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   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math"
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   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_len=math.ceil(len(data)*0.92)"
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  {
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   "execution_count": 20,
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   "cell_type": "code",
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   "source": [
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       "       [4.72773202e-01],\n",
       "       [5.03903003e-01],\n",
       "       [5.35873235e-01],\n",
       "       [5.27914465e-01],\n",
       "       [5.46387580e-01],\n",
       "       [5.64925632e-01],\n",
       "       [5.58993124e-01],\n",
       "       [6.80950795e-01],\n",
       "       [6.84879973e-01],\n",
       "       [6.58533517e-01],\n",
       "       [7.06916487e-01],\n",
       "       [6.98957604e-01],\n",
       "       [6.92376921e-01],\n",
       "       [7.18986190e-01],\n",
       "       [7.06735527e-01],\n",
       "       [7.30740859e-01],\n",
       "       [7.77904394e-01],\n",
       "       [7.67940932e-01],\n",
       "       [8.36627220e-01],\n",
       "       [8.40353301e-01],\n",
       "       [8.63981160e-01],\n",
       "       [8.07792282e-01],\n",
       "       [7.18394267e-01],\n",
       "       [7.33023802e-01],\n",
       "       [6.98176320e-01],\n",
       "       [6.90333574e-01],\n",
       "       [6.87805188e-01],\n",
       "       [6.71246285e-01],\n",
       "       [7.42121972e-01],\n",
       "       [7.20909200e-01],\n",
       "       [7.53647943e-01],\n",
       "       [7.22349726e-01],\n",
       "       [7.28956066e-01],\n",
       "       [7.28708069e-01],\n",
       "       [7.66857216e-01],\n",
       "       [7.85883939e-01],\n",
       "       [8.21896874e-01],\n",
       "       [8.40579387e-01],\n",
       "       [8.69359265e-01],\n",
       "       [8.62208400e-01],\n",
       "       [9.26756226e-01],\n",
       "       [8.94740300e-01],\n",
       "       [8.36486845e-01],\n",
       "       [8.51269810e-01],\n",
       "       [8.86011770e-01],\n",
       "       [8.70653684e-01],\n",
       "       [8.75678101e-01],\n",
       "       [8.75135221e-01],\n",
       "       [8.61751630e-01],\n",
       "       [8.12128620e-01],\n",
       "       [8.18456197e-01],\n",
       "       [7.86465246e-01],\n",
       "       [7.68429489e-01],\n",
       "       [8.22957658e-01],\n",
       "       [8.36712478e-01],\n",
       "       [8.36338695e-01],\n",
       "       [8.69802583e-01],\n",
       "       [8.98494706e-01],\n",
       "       [8.95278979e-01],\n",
       "       [8.99344899e-01],\n",
       "       [9.05340414e-01],\n",
       "       [8.75678214e-01],\n",
       "       [8.94916605e-01],\n",
       "       [8.98609253e-01],\n",
       "       [8.86868207e-01],\n",
       "       [8.62823028e-01],\n",
       "       [9.03149710e-01],\n",
       "       [9.04259423e-01],\n",
       "       [9.30529023e-01],\n",
       "       [9.37515616e-01],\n",
       "       [9.35786394e-01],\n",
       "       [1.00000000e+00],\n",
       "       [9.91051798e-01],\n",
       "       [9.90238273e-01],\n",
       "       [9.58398653e-01],\n",
       "       [9.43217780e-01],\n",
       "       [8.67713598e-01],\n",
       "       [8.63371016e-01],\n",
       "       [8.83422478e-01],\n",
       "       [8.39212255e-01],\n",
       "       [7.98520134e-01],\n",
       "       [7.84526967e-01],\n",
       "       [7.66812146e-01],\n",
       "       [7.49010081e-01],\n",
       "       [8.33649784e-01],\n",
       "       [8.47831971e-01],\n",
       "       [8.41026848e-01],\n",
       "       [8.17100360e-01],\n",
       "       [8.87547771e-01],\n",
       "       [8.88857857e-01],\n",
       "       [8.68714894e-01],\n",
       "       [8.74947904e-01],\n",
       "       [8.09413655e-01],\n",
       "       [8.78189969e-01],\n",
       "       [8.58627405e-01],\n",
       "       [8.70439689e-01],\n",
       "       [8.94598393e-01],\n",
       "       [8.85016150e-01],\n",
       "       [8.48195423e-01],\n",
       "       [8.60685227e-01],\n",
       "       [7.38255573e-01]])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data=scaled_data[0:train_len,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "552"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "interval=60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train=[]\n",
    "y_train=[]\n",
    "\n",
    "for i in range(interval,len(train_data)):\n",
    "    x_train.append(train_data[i-interval:i,0])\n",
    "    y_train.append(train_data[i,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([0.08081944, 0.08240657, 0.08059986, 0.07798196, 0.07878905,\n",
       "        0.07239127, 0.05489569, 0.05278126, 0.04681958, 0.04837521,\n",
       "        0.04799947, 0.0457281 , 0.04902436, 0.05069641, 0.05157917,\n",
       "        0.04919752, 0.04794801, 0.04707213, 0.04444726, 0.04908322,\n",
       "        0.04905337, 0.05479084, 0.05438899, 0.05023559, 0.05047432,\n",
       "        0.04998543, 0.05146404, 0.0491964 , 0.04638601, 0.04686852,\n",
       "        0.04468612, 0.04493393, 0.0486089 , 0.04873246, 0.04592876,\n",
       "        0.0366612 , 0.03680525, 0.05529049, 0.06468809, 0.06962182,\n",
       "        0.0646684 , 0.0677438 , 0.06406177, 0.0642505 , 0.06466371,\n",
       "        0.0652977 , 0.06386681, 0.06727549, 0.06611401, 0.0669137 ,\n",
       "        0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571]),\n",
       " array([0.08240657, 0.08059986, 0.07798196, 0.07878905, 0.07239127,\n",
       "        0.05489569, 0.05278126, 0.04681958, 0.04837521, 0.04799947,\n",
       "        0.0457281 , 0.04902436, 0.05069641, 0.05157917, 0.04919752,\n",
       "        0.04794801, 0.04707213, 0.04444726, 0.04908322, 0.04905337,\n",
       "        0.05479084, 0.05438899, 0.05023559, 0.05047432, 0.04998543,\n",
       "        0.05146404, 0.0491964 , 0.04638601, 0.04686852, 0.04468612,\n",
       "        0.04493393, 0.0486089 , 0.04873246, 0.04592876, 0.0366612 ,\n",
       "        0.03680525, 0.05529049, 0.06468809, 0.06962182, 0.0646684 ,\n",
       "        0.0677438 , 0.06406177, 0.0642505 , 0.06466371, 0.0652977 ,\n",
       "        0.06386681, 0.06727549, 0.06611401, 0.0669137 , 0.06548699,\n",
       "        0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702]),\n",
       " array([0.08059986, 0.07798196, 0.07878905, 0.07239127, 0.05489569,\n",
       "        0.05278126, 0.04681958, 0.04837521, 0.04799947, 0.0457281 ,\n",
       "        0.04902436, 0.05069641, 0.05157917, 0.04919752, 0.04794801,\n",
       "        0.04707213, 0.04444726, 0.04908322, 0.04905337, 0.05479084,\n",
       "        0.05438899, 0.05023559, 0.05047432, 0.04998543, 0.05146404,\n",
       "        0.0491964 , 0.04638601, 0.04686852, 0.04468612, 0.04493393,\n",
       "        0.0486089 , 0.04873246, 0.04592876, 0.0366612 , 0.03680525,\n",
       "        0.05529049, 0.06468809, 0.06962182, 0.0646684 , 0.0677438 ,\n",
       "        0.06406177, 0.0642505 , 0.06466371, 0.0652977 , 0.06386681,\n",
       "        0.06727549, 0.06611401, 0.0669137 , 0.06548699, 0.05868308,\n",
       "        0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314]),\n",
       " array([0.07798196, 0.07878905, 0.07239127, 0.05489569, 0.05278126,\n",
       "        0.04681958, 0.04837521, 0.04799947, 0.0457281 , 0.04902436,\n",
       "        0.05069641, 0.05157917, 0.04919752, 0.04794801, 0.04707213,\n",
       "        0.04444726, 0.04908322, 0.04905337, 0.05479084, 0.05438899,\n",
       "        0.05023559, 0.05047432, 0.04998543, 0.05146404, 0.0491964 ,\n",
       "        0.04638601, 0.04686852, 0.04468612, 0.04493393, 0.0486089 ,\n",
       "        0.04873246, 0.04592876, 0.0366612 , 0.03680525, 0.05529049,\n",
       "        0.06468809, 0.06962182, 0.0646684 , 0.0677438 , 0.06406177,\n",
       "        0.0642505 , 0.06466371, 0.0652977 , 0.06386681, 0.06727549,\n",
       "        0.06611401, 0.0669137 , 0.06548699, 0.05868308, 0.05882409,\n",
       "        0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162]),\n",
       " array([0.07878905, 0.07239127, 0.05489569, 0.05278126, 0.04681958,\n",
       "        0.04837521, 0.04799947, 0.0457281 , 0.04902436, 0.05069641,\n",
       "        0.05157917, 0.04919752, 0.04794801, 0.04707213, 0.04444726,\n",
       "        0.04908322, 0.04905337, 0.05479084, 0.05438899, 0.05023559,\n",
       "        0.05047432, 0.04998543, 0.05146404, 0.0491964 , 0.04638601,\n",
       "        0.04686852, 0.04468612, 0.04493393, 0.0486089 , 0.04873246,\n",
       "        0.04592876, 0.0366612 , 0.03680525, 0.05529049, 0.06468809,\n",
       "        0.06962182, 0.0646684 , 0.0677438 , 0.06406177, 0.0642505 ,\n",
       "        0.06466371, 0.0652977 , 0.06386681, 0.06727549, 0.06611401,\n",
       "        0.0669137 , 0.06548699, 0.05868308, 0.05882409, 0.06273211,\n",
       "        0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213]),\n",
       " array([0.07239127, 0.05489569, 0.05278126, 0.04681958, 0.04837521,\n",
       "        0.04799947, 0.0457281 , 0.04902436, 0.05069641, 0.05157917,\n",
       "        0.04919752, 0.04794801, 0.04707213, 0.04444726, 0.04908322,\n",
       "        0.04905337, 0.05479084, 0.05438899, 0.05023559, 0.05047432,\n",
       "        0.04998543, 0.05146404, 0.0491964 , 0.04638601, 0.04686852,\n",
       "        0.04468612, 0.04493393, 0.0486089 , 0.04873246, 0.04592876,\n",
       "        0.0366612 , 0.03680525, 0.05529049, 0.06468809, 0.06962182,\n",
       "        0.0646684 , 0.0677438 , 0.06406177, 0.0642505 , 0.06466371,\n",
       "        0.0652977 , 0.06386681, 0.06727549, 0.06611401, 0.0669137 ,\n",
       "        0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744]),\n",
       " array([0.05489569, 0.05278126, 0.04681958, 0.04837521, 0.04799947,\n",
       "        0.0457281 , 0.04902436, 0.05069641, 0.05157917, 0.04919752,\n",
       "        0.04794801, 0.04707213, 0.04444726, 0.04908322, 0.04905337,\n",
       "        0.05479084, 0.05438899, 0.05023559, 0.05047432, 0.04998543,\n",
       "        0.05146404, 0.0491964 , 0.04638601, 0.04686852, 0.04468612,\n",
       "        0.04493393, 0.0486089 , 0.04873246, 0.04592876, 0.0366612 ,\n",
       "        0.03680525, 0.05529049, 0.06468809, 0.06962182, 0.0646684 ,\n",
       "        0.0677438 , 0.06406177, 0.0642505 , 0.06466371, 0.0652977 ,\n",
       "        0.06386681, 0.06727549, 0.06611401, 0.0669137 , 0.06548699,\n",
       "        0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768]),\n",
       " array([0.05278126, 0.04681958, 0.04837521, 0.04799947, 0.0457281 ,\n",
       "        0.04902436, 0.05069641, 0.05157917, 0.04919752, 0.04794801,\n",
       "        0.04707213, 0.04444726, 0.04908322, 0.04905337, 0.05479084,\n",
       "        0.05438899, 0.05023559, 0.05047432, 0.04998543, 0.05146404,\n",
       "        0.0491964 , 0.04638601, 0.04686852, 0.04468612, 0.04493393,\n",
       "        0.0486089 , 0.04873246, 0.04592876, 0.0366612 , 0.03680525,\n",
       "        0.05529049, 0.06468809, 0.06962182, 0.0646684 , 0.0677438 ,\n",
       "        0.06406177, 0.0642505 , 0.06466371, 0.0652977 , 0.06386681,\n",
       "        0.06727549, 0.06611401, 0.0669137 , 0.06548699, 0.05868308,\n",
       "        0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761]),\n",
       " array([0.04681958, 0.04837521, 0.04799947, 0.0457281 , 0.04902436,\n",
       "        0.05069641, 0.05157917, 0.04919752, 0.04794801, 0.04707213,\n",
       "        0.04444726, 0.04908322, 0.04905337, 0.05479084, 0.05438899,\n",
       "        0.05023559, 0.05047432, 0.04998543, 0.05146404, 0.0491964 ,\n",
       "        0.04638601, 0.04686852, 0.04468612, 0.04493393, 0.0486089 ,\n",
       "        0.04873246, 0.04592876, 0.0366612 , 0.03680525, 0.05529049,\n",
       "        0.06468809, 0.06962182, 0.0646684 , 0.0677438 , 0.06406177,\n",
       "        0.0642505 , 0.06466371, 0.0652977 , 0.06386681, 0.06727549,\n",
       "        0.06611401, 0.0669137 , 0.06548699, 0.05868308, 0.05882409,\n",
       "        0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615]),\n",
       " array([0.04837521, 0.04799947, 0.0457281 , 0.04902436, 0.05069641,\n",
       "        0.05157917, 0.04919752, 0.04794801, 0.04707213, 0.04444726,\n",
       "        0.04908322, 0.04905337, 0.05479084, 0.05438899, 0.05023559,\n",
       "        0.05047432, 0.04998543, 0.05146404, 0.0491964 , 0.04638601,\n",
       "        0.04686852, 0.04468612, 0.04493393, 0.0486089 , 0.04873246,\n",
       "        0.04592876, 0.0366612 , 0.03680525, 0.05529049, 0.06468809,\n",
       "        0.06962182, 0.0646684 , 0.0677438 , 0.06406177, 0.0642505 ,\n",
       "        0.06466371, 0.0652977 , 0.06386681, 0.06727549, 0.06611401,\n",
       "        0.0669137 , 0.06548699, 0.05868308, 0.05882409, 0.06273211,\n",
       "        0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791]),\n",
       " array([0.04799947, 0.0457281 , 0.04902436, 0.05069641, 0.05157917,\n",
       "        0.04919752, 0.04794801, 0.04707213, 0.04444726, 0.04908322,\n",
       "        0.04905337, 0.05479084, 0.05438899, 0.05023559, 0.05047432,\n",
       "        0.04998543, 0.05146404, 0.0491964 , 0.04638601, 0.04686852,\n",
       "        0.04468612, 0.04493393, 0.0486089 , 0.04873246, 0.04592876,\n",
       "        0.0366612 , 0.03680525, 0.05529049, 0.06468809, 0.06962182,\n",
       "        0.0646684 , 0.0677438 , 0.06406177, 0.0642505 , 0.06466371,\n",
       "        0.0652977 , 0.06386681, 0.06727549, 0.06611401, 0.0669137 ,\n",
       "        0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235]),\n",
       " array([0.0457281 , 0.04902436, 0.05069641, 0.05157917, 0.04919752,\n",
       "        0.04794801, 0.04707213, 0.04444726, 0.04908322, 0.04905337,\n",
       "        0.05479084, 0.05438899, 0.05023559, 0.05047432, 0.04998543,\n",
       "        0.05146404, 0.0491964 , 0.04638601, 0.04686852, 0.04468612,\n",
       "        0.04493393, 0.0486089 , 0.04873246, 0.04592876, 0.0366612 ,\n",
       "        0.03680525, 0.05529049, 0.06468809, 0.06962182, 0.0646684 ,\n",
       "        0.0677438 , 0.06406177, 0.0642505 , 0.06466371, 0.0652977 ,\n",
       "        0.06386681, 0.06727549, 0.06611401, 0.0669137 , 0.06548699,\n",
       "        0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149]),\n",
       " array([0.04902436, 0.05069641, 0.05157917, 0.04919752, 0.04794801,\n",
       "        0.04707213, 0.04444726, 0.04908322, 0.04905337, 0.05479084,\n",
       "        0.05438899, 0.05023559, 0.05047432, 0.04998543, 0.05146404,\n",
       "        0.0491964 , 0.04638601, 0.04686852, 0.04468612, 0.04493393,\n",
       "        0.0486089 , 0.04873246, 0.04592876, 0.0366612 , 0.03680525,\n",
       "        0.05529049, 0.06468809, 0.06962182, 0.0646684 , 0.0677438 ,\n",
       "        0.06406177, 0.0642505 , 0.06466371, 0.0652977 , 0.06386681,\n",
       "        0.06727549, 0.06611401, 0.0669137 , 0.06548699, 0.05868308,\n",
       "        0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365]),\n",
       " array([0.05069641, 0.05157917, 0.04919752, 0.04794801, 0.04707213,\n",
       "        0.04444726, 0.04908322, 0.04905337, 0.05479084, 0.05438899,\n",
       "        0.05023559, 0.05047432, 0.04998543, 0.05146404, 0.0491964 ,\n",
       "        0.04638601, 0.04686852, 0.04468612, 0.04493393, 0.0486089 ,\n",
       "        0.04873246, 0.04592876, 0.0366612 , 0.03680525, 0.05529049,\n",
       "        0.06468809, 0.06962182, 0.0646684 , 0.0677438 , 0.06406177,\n",
       "        0.0642505 , 0.06466371, 0.0652977 , 0.06386681, 0.06727549,\n",
       "        0.06611401, 0.0669137 , 0.06548699, 0.05868308, 0.05882409,\n",
       "        0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399]),\n",
       " array([0.05157917, 0.04919752, 0.04794801, 0.04707213, 0.04444726,\n",
       "        0.04908322, 0.04905337, 0.05479084, 0.05438899, 0.05023559,\n",
       "        0.05047432, 0.04998543, 0.05146404, 0.0491964 , 0.04638601,\n",
       "        0.04686852, 0.04468612, 0.04493393, 0.0486089 , 0.04873246,\n",
       "        0.04592876, 0.0366612 , 0.03680525, 0.05529049, 0.06468809,\n",
       "        0.06962182, 0.0646684 , 0.0677438 , 0.06406177, 0.0642505 ,\n",
       "        0.06466371, 0.0652977 , 0.06386681, 0.06727549, 0.06611401,\n",
       "        0.0669137 , 0.06548699, 0.05868308, 0.05882409, 0.06273211,\n",
       "        0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226]),\n",
       " array([0.04919752, 0.04794801, 0.04707213, 0.04444726, 0.04908322,\n",
       "        0.04905337, 0.05479084, 0.05438899, 0.05023559, 0.05047432,\n",
       "        0.04998543, 0.05146404, 0.0491964 , 0.04638601, 0.04686852,\n",
       "        0.04468612, 0.04493393, 0.0486089 , 0.04873246, 0.04592876,\n",
       "        0.0366612 , 0.03680525, 0.05529049, 0.06468809, 0.06962182,\n",
       "        0.0646684 , 0.0677438 , 0.06406177, 0.0642505 , 0.06466371,\n",
       "        0.0652977 , 0.06386681, 0.06727549, 0.06611401, 0.0669137 ,\n",
       "        0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034]),\n",
       " array([0.04794801, 0.04707213, 0.04444726, 0.04908322, 0.04905337,\n",
       "        0.05479084, 0.05438899, 0.05023559, 0.05047432, 0.04998543,\n",
       "        0.05146404, 0.0491964 , 0.04638601, 0.04686852, 0.04468612,\n",
       "        0.04493393, 0.0486089 , 0.04873246, 0.04592876, 0.0366612 ,\n",
       "        0.03680525, 0.05529049, 0.06468809, 0.06962182, 0.0646684 ,\n",
       "        0.0677438 , 0.06406177, 0.0642505 , 0.06466371, 0.0652977 ,\n",
       "        0.06386681, 0.06727549, 0.06611401, 0.0669137 , 0.06548699,\n",
       "        0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987]),\n",
       " array([0.04707213, 0.04444726, 0.04908322, 0.04905337, 0.05479084,\n",
       "        0.05438899, 0.05023559, 0.05047432, 0.04998543, 0.05146404,\n",
       "        0.0491964 , 0.04638601, 0.04686852, 0.04468612, 0.04493393,\n",
       "        0.0486089 , 0.04873246, 0.04592876, 0.0366612 , 0.03680525,\n",
       "        0.05529049, 0.06468809, 0.06962182, 0.0646684 , 0.0677438 ,\n",
       "        0.06406177, 0.0642505 , 0.06466371, 0.0652977 , 0.06386681,\n",
       "        0.06727549, 0.06611401, 0.0669137 , 0.06548699, 0.05868308,\n",
       "        0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102]),\n",
       " array([0.04444726, 0.04908322, 0.04905337, 0.05479084, 0.05438899,\n",
       "        0.05023559, 0.05047432, 0.04998543, 0.05146404, 0.0491964 ,\n",
       "        0.04638601, 0.04686852, 0.04468612, 0.04493393, 0.0486089 ,\n",
       "        0.04873246, 0.04592876, 0.0366612 , 0.03680525, 0.05529049,\n",
       "        0.06468809, 0.06962182, 0.0646684 , 0.0677438 , 0.06406177,\n",
       "        0.0642505 , 0.06466371, 0.0652977 , 0.06386681, 0.06727549,\n",
       "        0.06611401, 0.0669137 , 0.06548699, 0.05868308, 0.05882409,\n",
       "        0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352]),\n",
       " array([0.04908322, 0.04905337, 0.05479084, 0.05438899, 0.05023559,\n",
       "        0.05047432, 0.04998543, 0.05146404, 0.0491964 , 0.04638601,\n",
       "        0.04686852, 0.04468612, 0.04493393, 0.0486089 , 0.04873246,\n",
       "        0.04592876, 0.0366612 , 0.03680525, 0.05529049, 0.06468809,\n",
       "        0.06962182, 0.0646684 , 0.0677438 , 0.06406177, 0.0642505 ,\n",
       "        0.06466371, 0.0652977 , 0.06386681, 0.06727549, 0.06611401,\n",
       "        0.0669137 , 0.06548699, 0.05868308, 0.05882409, 0.06273211,\n",
       "        0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856]),\n",
       " array([0.04905337, 0.05479084, 0.05438899, 0.05023559, 0.05047432,\n",
       "        0.04998543, 0.05146404, 0.0491964 , 0.04638601, 0.04686852,\n",
       "        0.04468612, 0.04493393, 0.0486089 , 0.04873246, 0.04592876,\n",
       "        0.0366612 , 0.03680525, 0.05529049, 0.06468809, 0.06962182,\n",
       "        0.0646684 , 0.0677438 , 0.06406177, 0.0642505 , 0.06466371,\n",
       "        0.0652977 , 0.06386681, 0.06727549, 0.06611401, 0.0669137 ,\n",
       "        0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043]),\n",
       " array([0.05479084, 0.05438899, 0.05023559, 0.05047432, 0.04998543,\n",
       "        0.05146404, 0.0491964 , 0.04638601, 0.04686852, 0.04468612,\n",
       "        0.04493393, 0.0486089 , 0.04873246, 0.04592876, 0.0366612 ,\n",
       "        0.03680525, 0.05529049, 0.06468809, 0.06962182, 0.0646684 ,\n",
       "        0.0677438 , 0.06406177, 0.0642505 , 0.06466371, 0.0652977 ,\n",
       "        0.06386681, 0.06727549, 0.06611401, 0.0669137 , 0.06548699,\n",
       "        0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003]),\n",
       " array([0.05438899, 0.05023559, 0.05047432, 0.04998543, 0.05146404,\n",
       "        0.0491964 , 0.04638601, 0.04686852, 0.04468612, 0.04493393,\n",
       "        0.0486089 , 0.04873246, 0.04592876, 0.0366612 , 0.03680525,\n",
       "        0.05529049, 0.06468809, 0.06962182, 0.0646684 , 0.0677438 ,\n",
       "        0.06406177, 0.0642505 , 0.06466371, 0.0652977 , 0.06386681,\n",
       "        0.06727549, 0.06611401, 0.0669137 , 0.06548699, 0.05868308,\n",
       "        0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425]),\n",
       " array([0.05023559, 0.05047432, 0.04998543, 0.05146404, 0.0491964 ,\n",
       "        0.04638601, 0.04686852, 0.04468612, 0.04493393, 0.0486089 ,\n",
       "        0.04873246, 0.04592876, 0.0366612 , 0.03680525, 0.05529049,\n",
       "        0.06468809, 0.06962182, 0.0646684 , 0.0677438 , 0.06406177,\n",
       "        0.0642505 , 0.06466371, 0.0652977 , 0.06386681, 0.06727549,\n",
       "        0.06611401, 0.0669137 , 0.06548699, 0.05868308, 0.05882409,\n",
       "        0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589]),\n",
       " array([0.05047432, 0.04998543, 0.05146404, 0.0491964 , 0.04638601,\n",
       "        0.04686852, 0.04468612, 0.04493393, 0.0486089 , 0.04873246,\n",
       "        0.04592876, 0.0366612 , 0.03680525, 0.05529049, 0.06468809,\n",
       "        0.06962182, 0.0646684 , 0.0677438 , 0.06406177, 0.0642505 ,\n",
       "        0.06466371, 0.0652977 , 0.06386681, 0.06727549, 0.06611401,\n",
       "        0.0669137 , 0.06548699, 0.05868308, 0.05882409, 0.06273211,\n",
       "        0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973]),\n",
       " array([0.04998543, 0.05146404, 0.0491964 , 0.04638601, 0.04686852,\n",
       "        0.04468612, 0.04493393, 0.0486089 , 0.04873246, 0.04592876,\n",
       "        0.0366612 , 0.03680525, 0.05529049, 0.06468809, 0.06962182,\n",
       "        0.0646684 , 0.0677438 , 0.06406177, 0.0642505 , 0.06466371,\n",
       "        0.0652977 , 0.06386681, 0.06727549, 0.06611401, 0.0669137 ,\n",
       "        0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ]),\n",
       " array([0.05146404, 0.0491964 , 0.04638601, 0.04686852, 0.04468612,\n",
       "        0.04493393, 0.0486089 , 0.04873246, 0.04592876, 0.0366612 ,\n",
       "        0.03680525, 0.05529049, 0.06468809, 0.06962182, 0.0646684 ,\n",
       "        0.0677438 , 0.06406177, 0.0642505 , 0.06466371, 0.0652977 ,\n",
       "        0.06386681, 0.06727549, 0.06611401, 0.0669137 , 0.06548699,\n",
       "        0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571]),\n",
       " array([0.0491964 , 0.04638601, 0.04686852, 0.04468612, 0.04493393,\n",
       "        0.0486089 , 0.04873246, 0.04592876, 0.0366612 , 0.03680525,\n",
       "        0.05529049, 0.06468809, 0.06962182, 0.0646684 , 0.0677438 ,\n",
       "        0.06406177, 0.0642505 , 0.06466371, 0.0652977 , 0.06386681,\n",
       "        0.06727549, 0.06611401, 0.0669137 , 0.06548699, 0.05868308,\n",
       "        0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854]),\n",
       " array([0.04638601, 0.04686852, 0.04468612, 0.04493393, 0.0486089 ,\n",
       "        0.04873246, 0.04592876, 0.0366612 , 0.03680525, 0.05529049,\n",
       "        0.06468809, 0.06962182, 0.0646684 , 0.0677438 , 0.06406177,\n",
       "        0.0642505 , 0.06466371, 0.0652977 , 0.06386681, 0.06727549,\n",
       "        0.06611401, 0.0669137 , 0.06548699, 0.05868308, 0.05882409,\n",
       "        0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ]),\n",
       " array([0.04686852, 0.04468612, 0.04493393, 0.0486089 , 0.04873246,\n",
       "        0.04592876, 0.0366612 , 0.03680525, 0.05529049, 0.06468809,\n",
       "        0.06962182, 0.0646684 , 0.0677438 , 0.06406177, 0.0642505 ,\n",
       "        0.06466371, 0.0652977 , 0.06386681, 0.06727549, 0.06611401,\n",
       "        0.0669137 , 0.06548699, 0.05868308, 0.05882409, 0.06273211,\n",
       "        0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002]),\n",
       " array([0.04468612, 0.04493393, 0.0486089 , 0.04873246, 0.04592876,\n",
       "        0.0366612 , 0.03680525, 0.05529049, 0.06468809, 0.06962182,\n",
       "        0.0646684 , 0.0677438 , 0.06406177, 0.0642505 , 0.06466371,\n",
       "        0.0652977 , 0.06386681, 0.06727549, 0.06611401, 0.0669137 ,\n",
       "        0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ]),\n",
       " array([0.04493393, 0.0486089 , 0.04873246, 0.04592876, 0.0366612 ,\n",
       "        0.03680525, 0.05529049, 0.06468809, 0.06962182, 0.0646684 ,\n",
       "        0.0677438 , 0.06406177, 0.0642505 , 0.06466371, 0.0652977 ,\n",
       "        0.06386681, 0.06727549, 0.06611401, 0.0669137 , 0.06548699,\n",
       "        0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119]),\n",
       " array([0.0486089 , 0.04873246, 0.04592876, 0.0366612 , 0.03680525,\n",
       "        0.05529049, 0.06468809, 0.06962182, 0.0646684 , 0.0677438 ,\n",
       "        0.06406177, 0.0642505 , 0.06466371, 0.0652977 , 0.06386681,\n",
       "        0.06727549, 0.06611401, 0.0669137 , 0.06548699, 0.05868308,\n",
       "        0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564]),\n",
       " array([0.04873246, 0.04592876, 0.0366612 , 0.03680525, 0.05529049,\n",
       "        0.06468809, 0.06962182, 0.0646684 , 0.0677438 , 0.06406177,\n",
       "        0.0642505 , 0.06466371, 0.0652977 , 0.06386681, 0.06727549,\n",
       "        0.06611401, 0.0669137 , 0.06548699, 0.05868308, 0.05882409,\n",
       "        0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247]),\n",
       " array([0.04592876, 0.0366612 , 0.03680525, 0.05529049, 0.06468809,\n",
       "        0.06962182, 0.0646684 , 0.0677438 , 0.06406177, 0.0642505 ,\n",
       "        0.06466371, 0.0652977 , 0.06386681, 0.06727549, 0.06611401,\n",
       "        0.0669137 , 0.06548699, 0.05868308, 0.05882409, 0.06273211,\n",
       "        0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411]),\n",
       " array([0.0366612 , 0.03680525, 0.05529049, 0.06468809, 0.06962182,\n",
       "        0.0646684 , 0.0677438 , 0.06406177, 0.0642505 , 0.06466371,\n",
       "        0.0652977 , 0.06386681, 0.06727549, 0.06611401, 0.0669137 ,\n",
       "        0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762]),\n",
       " array([0.03680525, 0.05529049, 0.06468809, 0.06962182, 0.0646684 ,\n",
       "        0.0677438 , 0.06406177, 0.0642505 , 0.06466371, 0.0652977 ,\n",
       "        0.06386681, 0.06727549, 0.06611401, 0.0669137 , 0.06548699,\n",
       "        0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136]),\n",
       " array([0.05529049, 0.06468809, 0.06962182, 0.0646684 , 0.0677438 ,\n",
       "        0.06406177, 0.0642505 , 0.06466371, 0.0652977 , 0.06386681,\n",
       "        0.06727549, 0.06611401, 0.0669137 , 0.06548699, 0.05868308,\n",
       "        0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511]),\n",
       " array([0.06468809, 0.06962182, 0.0646684 , 0.0677438 , 0.06406177,\n",
       "        0.0642505 , 0.06466371, 0.0652977 , 0.06386681, 0.06727549,\n",
       "        0.06611401, 0.0669137 , 0.06548699, 0.05868308, 0.05882409,\n",
       "        0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526]),\n",
       " array([0.06962182, 0.0646684 , 0.0677438 , 0.06406177, 0.0642505 ,\n",
       "        0.06466371, 0.0652977 , 0.06386681, 0.06727549, 0.06611401,\n",
       "        0.0669137 , 0.06548699, 0.05868308, 0.05882409, 0.06273211,\n",
       "        0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872]),\n",
       " array([0.0646684 , 0.0677438 , 0.06406177, 0.0642505 , 0.06466371,\n",
       "        0.0652977 , 0.06386681, 0.06727549, 0.06611401, 0.0669137 ,\n",
       "        0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026]),\n",
       " array([0.0677438 , 0.06406177, 0.0642505 , 0.06466371, 0.0652977 ,\n",
       "        0.06386681, 0.06727549, 0.06611401, 0.0669137 , 0.06548699,\n",
       "        0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758]),\n",
       " array([0.06406177, 0.0642505 , 0.06466371, 0.0652977 , 0.06386681,\n",
       "        0.06727549, 0.06611401, 0.0669137 , 0.06548699, 0.05868308,\n",
       "        0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008]),\n",
       " array([0.0642505 , 0.06466371, 0.0652977 , 0.06386681, 0.06727549,\n",
       "        0.06611401, 0.0669137 , 0.06548699, 0.05868308, 0.05882409,\n",
       "        0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442]),\n",
       " array([0.06466371, 0.0652977 , 0.06386681, 0.06727549, 0.06611401,\n",
       "        0.0669137 , 0.06548699, 0.05868308, 0.05882409, 0.06273211,\n",
       "        0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002]),\n",
       " array([0.0652977 , 0.06386681, 0.06727549, 0.06611401, 0.0669137 ,\n",
       "        0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613]),\n",
       " array([0.06386681, 0.06727549, 0.06611401, 0.0669137 , 0.06548699,\n",
       "        0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322]),\n",
       " array([0.06727549, 0.06611401, 0.0669137 , 0.06548699, 0.05868308,\n",
       "        0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524]),\n",
       " array([0.06611401, 0.0669137 , 0.06548699, 0.05868308, 0.05882409,\n",
       "        0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241]),\n",
       " array([0.0669137 , 0.06548699, 0.05868308, 0.05882409, 0.06273211,\n",
       "        0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406]),\n",
       " array([0.06548699, 0.05868308, 0.05882409, 0.06273211, 0.05830068,\n",
       "        0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929]),\n",
       " array([0.05868308, 0.05882409, 0.06273211, 0.05830068, 0.05968445,\n",
       "        0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941]),\n",
       " array([0.05882409, 0.06273211, 0.05830068, 0.05968445, 0.0602868 ,\n",
       "        0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451]),\n",
       " array([0.06273211, 0.05830068, 0.05968445, 0.0602868 , 0.0582787 ,\n",
       "        0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149]),\n",
       " array([0.05830068, 0.05968445, 0.0602868 , 0.0582787 , 0.05410978,\n",
       "        0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566]),\n",
       " array([0.05968445, 0.0602868 , 0.0582787 , 0.05410978, 0.05509571,\n",
       "        0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248]),\n",
       " array([0.0602868 , 0.0582787 , 0.05410978, 0.05509571, 0.05552702,\n",
       "        0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723]),\n",
       " array([0.0582787 , 0.05410978, 0.05509571, 0.05552702, 0.05172314,\n",
       "        0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722]),\n",
       " array([0.05410978, 0.05509571, 0.05552702, 0.05172314, 0.04988162,\n",
       "        0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742]),\n",
       " array([0.05509571, 0.05552702, 0.05172314, 0.04988162, 0.04681213,\n",
       "        0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786]),\n",
       " array([0.05552702, 0.05172314, 0.04988162, 0.04681213, 0.04049744,\n",
       "        0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182]),\n",
       " array([0.05172314, 0.04988162, 0.04681213, 0.04049744, 0.03492768,\n",
       "        0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415]),\n",
       " array([0.04988162, 0.04681213, 0.04049744, 0.03492768, 0.03657761,\n",
       "        0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947]),\n",
       " array([0.04681213, 0.04049744, 0.03492768, 0.03657761, 0.03087615,\n",
       "        0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161]),\n",
       " array([0.04049744, 0.03492768, 0.03657761, 0.03087615, 0.03230791,\n",
       "        0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558]),\n",
       " array([0.03492768, 0.03657761, 0.03087615, 0.03230791, 0.03307235,\n",
       "        0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ]),\n",
       " array([0.03657761, 0.03087615, 0.03230791, 0.03307235, 0.03781149,\n",
       "        0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594]),\n",
       " array([0.03087615, 0.03230791, 0.03307235, 0.03781149, 0.03724365,\n",
       "        0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638]),\n",
       " array([0.03230791, 0.03307235, 0.03781149, 0.03724365, 0.04243399,\n",
       "        0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925]),\n",
       " array([0.03307235, 0.03781149, 0.03724365, 0.04243399, 0.03931226,\n",
       "        0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904]),\n",
       " array([0.03781149, 0.03724365, 0.04243399, 0.03931226, 0.03694034,\n",
       "        0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257]),\n",
       " array([0.03724365, 0.04243399, 0.03931226, 0.03694034, 0.03507987,\n",
       "        0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348]),\n",
       " array([0.04243399, 0.03931226, 0.03694034, 0.03507987, 0.03525102,\n",
       "        0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ]),\n",
       " array([0.03931226, 0.03694034, 0.03507987, 0.03525102, 0.03370352,\n",
       "        0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635]),\n",
       " array([0.03694034, 0.03507987, 0.03525102, 0.03370352, 0.03672856,\n",
       "        0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487]),\n",
       " array([0.03507987, 0.03525102, 0.03370352, 0.03672856, 0.03816043,\n",
       "        0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079]),\n",
       " array([0.03525102, 0.03370352, 0.03672856, 0.03816043, 0.03831003,\n",
       "        0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499]),\n",
       " array([0.03370352, 0.03672856, 0.03816043, 0.03831003, 0.03843425,\n",
       "        0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243]),\n",
       " array([0.03672856, 0.03816043, 0.03831003, 0.03843425, 0.03524589,\n",
       "        0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492]),\n",
       " array([0.03816043, 0.03831003, 0.03843425, 0.03524589, 0.03303973,\n",
       "        0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046]),\n",
       " array([0.03831003, 0.03843425, 0.03524589, 0.03303973, 0.0319114 ,\n",
       "        0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137]),\n",
       " array([0.03843425, 0.03524589, 0.03303973, 0.0319114 , 0.03204571,\n",
       "        0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835]),\n",
       " array([0.03524589, 0.03303973, 0.0319114 , 0.03204571, 0.03266854,\n",
       "        0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908]),\n",
       " array([0.03303973, 0.0319114 , 0.03204571, 0.03266854, 0.0303411 ,\n",
       "        0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363]),\n",
       " array([0.0319114 , 0.03204571, 0.03266854, 0.0303411 , 0.03078002,\n",
       "        0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689]),\n",
       " array([0.03204571, 0.03266854, 0.0303411 , 0.03078002, 0.0275936 ,\n",
       "        0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109]),\n",
       " array([0.03266854, 0.0303411 , 0.03078002, 0.0275936 , 0.02309119,\n",
       "        0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646]),\n",
       " array([0.0303411 , 0.03078002, 0.0275936 , 0.02309119, 0.03329564,\n",
       "        0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363]),\n",
       " array([0.03078002, 0.0275936 , 0.02309119, 0.03329564, 0.03248247,\n",
       "        0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935]),\n",
       " array([0.0275936 , 0.02309119, 0.03329564, 0.03248247, 0.03252411,\n",
       "        0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ]),\n",
       " array([0.02309119, 0.03329564, 0.03248247, 0.03252411, 0.03207762,\n",
       "        0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065]),\n",
       " array([0.03329564, 0.03248247, 0.03252411, 0.03207762, 0.03725136,\n",
       "        0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603]),\n",
       " array([0.03248247, 0.03252411, 0.03207762, 0.03725136, 0.03493511,\n",
       "        0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938]),\n",
       " array([0.03252411, 0.03207762, 0.03725136, 0.03493511, 0.03446526,\n",
       "        0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109]),\n",
       " array([0.03207762, 0.03725136, 0.03493511, 0.03446526, 0.03369872,\n",
       "        0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164]),\n",
       " array([0.03725136, 0.03493511, 0.03446526, 0.03369872, 0.03318026,\n",
       "        0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117]),\n",
       " array([0.03493511, 0.03446526, 0.03369872, 0.03318026, 0.03421758,\n",
       "        0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803]),\n",
       " array([0.03446526, 0.03369872, 0.03318026, 0.03421758, 0.03467008,\n",
       "        0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261]),\n",
       " array([0.03369872, 0.03318026, 0.03421758, 0.03467008, 0.03637442,\n",
       "        0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296]),\n",
       " array([0.03318026, 0.03421758, 0.03467008, 0.03637442, 0.03409002,\n",
       "        0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229]),\n",
       " array([0.03421758, 0.03467008, 0.03637442, 0.03409002, 0.03244613,\n",
       "        0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495]),\n",
       " array([0.03467008, 0.03637442, 0.03409002, 0.03244613, 0.03243322,\n",
       "        0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987]),\n",
       " array([0.03637442, 0.03409002, 0.03244613, 0.03243322, 0.02915524,\n",
       "        0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998]),\n",
       " array([0.03409002, 0.03244613, 0.03243322, 0.02915524, 0.03566241,\n",
       "        0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494]),\n",
       " array([0.03244613, 0.03243322, 0.02915524, 0.03566241, 0.03673406,\n",
       "        0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828]),\n",
       " array([0.03243322, 0.02915524, 0.03566241, 0.03673406, 0.03674929,\n",
       "        0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289]),\n",
       " array([0.02915524, 0.03566241, 0.03673406, 0.03674929, 0.04263941,\n",
       "        0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565]),\n",
       " array([0.03566241, 0.03673406, 0.03674929, 0.04263941, 0.04938451,\n",
       "        0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159]),\n",
       " array([0.03673406, 0.03674929, 0.04263941, 0.04938451, 0.04706149,\n",
       "        0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337]),\n",
       " array([0.03674929, 0.04263941, 0.04938451, 0.04706149, 0.04335566,\n",
       "        0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903]),\n",
       " array([0.04263941, 0.04938451, 0.04706149, 0.04335566, 0.04762248,\n",
       "        0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092]),\n",
       " array([0.04938451, 0.04706149, 0.04335566, 0.04762248, 0.04548723,\n",
       "        0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799]),\n",
       " array([0.04706149, 0.04335566, 0.04762248, 0.04548723, 0.04798722,\n",
       "        0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301]),\n",
       " array([0.04335566, 0.04762248, 0.04548723, 0.04798722, 0.04677742,\n",
       "        0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682]),\n",
       " array([0.04762248, 0.04548723, 0.04798722, 0.04677742, 0.05800786,\n",
       "        0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042]),\n",
       " array([0.04548723, 0.04798722, 0.04677742, 0.05800786, 0.05741182,\n",
       "        0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529]),\n",
       " array([0.04798722, 0.04677742, 0.05800786, 0.05741182, 0.05653415,\n",
       "        0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983]),\n",
       " array([0.04677742, 0.05800786, 0.05741182, 0.05653415, 0.06001947,\n",
       "        0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ]),\n",
       " array([0.05800786, 0.05741182, 0.05653415, 0.06001947, 0.06024161,\n",
       "        0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755]),\n",
       " array([0.05741182, 0.05653415, 0.06001947, 0.06024161, 0.05643558,\n",
       "        0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615]),\n",
       " array([0.05653415, 0.06001947, 0.06024161, 0.05643558, 0.0556315 ,\n",
       "        0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858]),\n",
       " array([0.06001947, 0.06024161, 0.05643558, 0.0556315 , 0.05733594,\n",
       "        0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974]),\n",
       " array([0.06024161, 0.05643558, 0.0556315 , 0.05733594, 0.05614638,\n",
       "        0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858]),\n",
       " array([0.05643558, 0.0556315 , 0.05733594, 0.05614638, 0.05213925,\n",
       "        0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283]),\n",
       " array([0.0556315 , 0.05733594, 0.05614638, 0.05213925, 0.05275904,\n",
       "        0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315]),\n",
       " array([0.05733594, 0.05614638, 0.05213925, 0.05275904, 0.05150257,\n",
       "        0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339]),\n",
       " array([0.05614638, 0.05213925, 0.05275904, 0.05150257, 0.05521348,\n",
       "        0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796]),\n",
       " array([0.05213925, 0.05275904, 0.05150257, 0.05521348, 0.0605314 ,\n",
       "        0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215]),\n",
       " array([0.05275904, 0.05150257, 0.05521348, 0.0605314 , 0.06736635,\n",
       "        0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019]),\n",
       " array([0.05150257, 0.05521348, 0.0605314 , 0.06736635, 0.06683487,\n",
       "        0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452]),\n",
       " array([0.05521348, 0.0605314 , 0.06736635, 0.06683487, 0.07051079,\n",
       "        0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ]),\n",
       " array([0.0605314 , 0.06736635, 0.06683487, 0.07051079, 0.06778499,\n",
       "        0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462]),\n",
       " array([0.06736635, 0.06683487, 0.07051079, 0.06778499, 0.06847243,\n",
       "        0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012]),\n",
       " array([0.06683487, 0.07051079, 0.06778499, 0.06847243, 0.06768492,\n",
       "        0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069]),\n",
       " array([0.07051079, 0.06778499, 0.06847243, 0.06768492, 0.06649046,\n",
       "        0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764]),\n",
       " array([0.06778499, 0.06847243, 0.06768492, 0.06649046, 0.06422137,\n",
       "        0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043]),\n",
       " array([0.06847243, 0.06768492, 0.06649046, 0.06422137, 0.07137835,\n",
       "        0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149]),\n",
       " array([0.06768492, 0.06649046, 0.06422137, 0.07137835, 0.07350908,\n",
       "        0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397]),\n",
       " array([0.06649046, 0.06422137, 0.07137835, 0.07350908, 0.07505363,\n",
       "        0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447]),\n",
       " array([0.06422137, 0.07137835, 0.07350908, 0.07505363, 0.07617689,\n",
       "        0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182]),\n",
       " array([0.07137835, 0.07350908, 0.07505363, 0.07617689, 0.08026109,\n",
       "        0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932]),\n",
       " array([0.07350908, 0.07505363, 0.07617689, 0.08026109, 0.07555646,\n",
       "        0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617]),\n",
       " array([0.07505363, 0.07617689, 0.08026109, 0.07555646, 0.08121363,\n",
       "        0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875]),\n",
       " array([0.07617689, 0.08026109, 0.07555646, 0.08121363, 0.08316935,\n",
       "        0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ]),\n",
       " array([0.08026109, 0.07555646, 0.08121363, 0.08316935, 0.0812973 ,\n",
       "        0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ]),\n",
       " array([0.07555646, 0.08121363, 0.08316935, 0.0812973 , 0.08346065,\n",
       "        0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563]),\n",
       " array([0.08121363, 0.08316935, 0.0812973 , 0.08346065, 0.07659603,\n",
       "        0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445]),\n",
       " array([0.08316935, 0.0812973 , 0.08346065, 0.07659603, 0.07732938,\n",
       "        0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358]),\n",
       " array([0.0812973 , 0.08346065, 0.07659603, 0.07732938, 0.07299109,\n",
       "        0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087]),\n",
       " array([0.08346065, 0.07659603, 0.07732938, 0.07299109, 0.08083164,\n",
       "        0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849]),\n",
       " array([0.07659603, 0.07732938, 0.07299109, 0.08083164, 0.07265117,\n",
       "        0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848]),\n",
       " array([0.07732938, 0.07299109, 0.08083164, 0.07265117, 0.07280803,\n",
       "        0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ]),\n",
       " array([0.07299109, 0.08083164, 0.07265117, 0.07280803, 0.07409261,\n",
       "        0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ]),\n",
       " array([0.08083164, 0.07265117, 0.07280803, 0.07409261, 0.07371296,\n",
       "        0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217]),\n",
       " array([0.07265117, 0.07280803, 0.07409261, 0.07371296, 0.07797229,\n",
       "        0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ]),\n",
       " array([0.07280803, 0.07409261, 0.07371296, 0.07797229, 0.07385495,\n",
       "        0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989]),\n",
       " array([0.07409261, 0.07371296, 0.07797229, 0.07385495, 0.06844987,\n",
       "        0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039]),\n",
       " array([0.07371296, 0.07797229, 0.07385495, 0.06844987, 0.05952998,\n",
       "        0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542]),\n",
       " array([0.07797229, 0.07385495, 0.06844987, 0.05952998, 0.05898494,\n",
       "        0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618]),\n",
       " array([0.07385495, 0.06844987, 0.05952998, 0.05898494, 0.05810828,\n",
       "        0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184]),\n",
       " array([0.06844987, 0.05952998, 0.05898494, 0.05810828, 0.05691289,\n",
       "        0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417]),\n",
       " array([0.05952998, 0.05898494, 0.05810828, 0.05691289, 0.05630565,\n",
       "        0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293]),\n",
       " array([0.05898494, 0.05810828, 0.05691289, 0.05630565, 0.06184159,\n",
       "        0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979]),\n",
       " array([0.05810828, 0.05691289, 0.05630565, 0.06184159, 0.06249337,\n",
       "        0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396]),\n",
       " array([0.05691289, 0.05630565, 0.06184159, 0.06249337, 0.06208903,\n",
       "        0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733]),\n",
       " array([0.05630565, 0.06184159, 0.06249337, 0.06208903, 0.06823092,\n",
       "        0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165]),\n",
       " array([0.06184159, 0.06249337, 0.06208903, 0.06823092, 0.06925799,\n",
       "        0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478]),\n",
       " array([0.06249337, 0.06208903, 0.06823092, 0.06925799, 0.06570301,\n",
       "        0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045]),\n",
       " array([0.06208903, 0.06823092, 0.06925799, 0.06570301, 0.05222682,\n",
       "        0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994]),\n",
       " array([0.06823092, 0.06925799, 0.06570301, 0.05222682, 0.04990042,\n",
       "        0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641]),\n",
       " array([0.06925799, 0.06570301, 0.05222682, 0.04990042, 0.04929529,\n",
       "        0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ]),\n",
       " array([0.06570301, 0.05222682, 0.04990042, 0.04929529, 0.04922983,\n",
       "        0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349]),\n",
       " array([0.05222682, 0.04990042, 0.04929529, 0.04922983, 0.        ,\n",
       "        0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093]),\n",
       " array([0.04990042, 0.04929529, 0.04922983, 0.        , 0.00941755,\n",
       "        0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207]),\n",
       " array([0.04929529, 0.04922983, 0.        , 0.00941755, 0.00331615,\n",
       "        0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992]),\n",
       " array([0.04922983, 0.        , 0.00941755, 0.00331615, 0.00649858,\n",
       "        0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196]),\n",
       " array([0.        , 0.00941755, 0.00331615, 0.00649858, 0.00058974,\n",
       "        0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891]),\n",
       " array([0.00941755, 0.00331615, 0.00649858, 0.00058974, 0.00381858,\n",
       "        0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682]),\n",
       " array([0.00331615, 0.00649858, 0.00058974, 0.00381858, 0.00517283,\n",
       "        0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435]),\n",
       " array([0.00649858, 0.00058974, 0.00381858, 0.00517283, 0.02164315,\n",
       "        0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706]),\n",
       " array([0.00058974, 0.00381858, 0.00517283, 0.02164315, 0.02242339,\n",
       "        0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497]),\n",
       " array([0.00381858, 0.00517283, 0.02164315, 0.02242339, 0.02218796,\n",
       "        0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598]),\n",
       " array([0.00517283, 0.02164315, 0.02242339, 0.02218796, 0.01598215,\n",
       "        0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309]),\n",
       " array([0.02164315, 0.02242339, 0.02218796, 0.01598215, 0.02754019,\n",
       "        0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855]),\n",
       " array([0.02242339, 0.02218796, 0.01598215, 0.02754019, 0.03214452,\n",
       "        0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173]),\n",
       " array([0.02218796, 0.01598215, 0.02754019, 0.03214452, 0.0310432 ,\n",
       "        0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203]),\n",
       " array([0.01598215, 0.02754019, 0.03214452, 0.0310432 , 0.02994462,\n",
       "        0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449]),\n",
       " array([0.02754019, 0.03214452, 0.0310432 , 0.02994462, 0.02598012,\n",
       "        0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244]),\n",
       " array([0.03214452, 0.0310432 , 0.02994462, 0.02598012, 0.02211069,\n",
       "        0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333]),\n",
       " array([0.0310432 , 0.02994462, 0.02598012, 0.02211069, 0.01736764,\n",
       "        0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478]),\n",
       " array([0.02994462, 0.02598012, 0.02211069, 0.01736764, 0.02608043,\n",
       "        0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081]),\n",
       " array([0.02598012, 0.02211069, 0.01736764, 0.02608043, 0.02612149,\n",
       "        0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276]),\n",
       " array([0.02211069, 0.01736764, 0.02608043, 0.02612149, 0.03087397,\n",
       "        0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835]),\n",
       " array([0.01736764, 0.02608043, 0.02612149, 0.03087397, 0.03348447,\n",
       "        0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556]),\n",
       " array([0.02608043, 0.02612149, 0.03087397, 0.03348447, 0.03282182,\n",
       "        0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776]),\n",
       " array([0.02612149, 0.03087397, 0.03348447, 0.03282182, 0.03514932,\n",
       "        0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826]),\n",
       " array([0.03087397, 0.03348447, 0.03282182, 0.03514932, 0.03354617,\n",
       "        0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389]),\n",
       " array([0.03348447, 0.03282182, 0.03514932, 0.03354617, 0.04142875,\n",
       "        0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154]),\n",
       " array([0.03282182, 0.03514932, 0.03354617, 0.04142875, 0.0392461 ,\n",
       "        0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355]),\n",
       " array([0.03514932, 0.03354617, 0.04142875, 0.0392461 , 0.0424939 ,\n",
       "        0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088]),\n",
       " array([0.03354617, 0.04142875, 0.0392461 , 0.0424939 , 0.04184563,\n",
       "        0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176]),\n",
       " array([0.04142875, 0.0392461 , 0.0424939 , 0.04184563, 0.03473445,\n",
       "        0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076]),\n",
       " array([0.0392461 , 0.0424939 , 0.04184563, 0.03473445, 0.03462358,\n",
       "        0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739]),\n",
       " array([0.0424939 , 0.04184563, 0.03473445, 0.03462358, 0.03656087,\n",
       "        0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ]),\n",
       " array([0.04184563, 0.03473445, 0.03462358, 0.03656087, 0.03450849,\n",
       "        0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335]),\n",
       " array([0.03473445, 0.03462358, 0.03656087, 0.03450849, 0.03400848,\n",
       "        0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316]),\n",
       " array([0.03462358, 0.03656087, 0.03450849, 0.03400848, 0.0313596 ,\n",
       "        0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846]),\n",
       " array([0.03656087, 0.03450849, 0.03400848, 0.0313596 , 0.0401846 ,\n",
       "        0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196]),\n",
       " array([0.03450849, 0.03400848, 0.0313596 , 0.0401846 , 0.04205217,\n",
       "        0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696]),\n",
       " array([0.03400848, 0.0313596 , 0.0401846 , 0.04205217, 0.0409795 ,\n",
       "        0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096]),\n",
       " array([0.0313596 , 0.0401846 , 0.04205217, 0.0409795 , 0.03566989,\n",
       "        0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497]),\n",
       " array([0.0401846 , 0.04205217, 0.0409795 , 0.03566989, 0.03623039,\n",
       "        0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274]),\n",
       " array([0.04205217, 0.0409795 , 0.03566989, 0.03623039, 0.03946542,\n",
       "        0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082]),\n",
       " array([0.0409795 , 0.03566989, 0.03623039, 0.03946542, 0.04418618,\n",
       "        0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453]),\n",
       " array([0.03566989, 0.03623039, 0.03946542, 0.04418618, 0.04683184,\n",
       "        0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498]),\n",
       " array([0.03623039, 0.03946542, 0.04418618, 0.04683184, 0.04713417,\n",
       "        0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412]),\n",
       " array([0.03946542, 0.04418618, 0.04683184, 0.04713417, 0.04900293,\n",
       "        0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148]),\n",
       " array([0.04418618, 0.04683184, 0.04713417, 0.04900293, 0.05083979,\n",
       "        0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461]),\n",
       " array([0.04683184, 0.04713417, 0.04900293, 0.05083979, 0.05083396,\n",
       "        0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ]),\n",
       " array([0.04713417, 0.04900293, 0.05083979, 0.05083396, 0.06639733,\n",
       "        0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032]),\n",
       " array([0.04900293, 0.05083979, 0.05083396, 0.06639733, 0.06424165,\n",
       "        0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304]),\n",
       " array([0.05083979, 0.05083396, 0.06639733, 0.06424165, 0.06867478,\n",
       "        0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377]),\n",
       " array([0.05083396, 0.06639733, 0.06424165, 0.06867478, 0.07075045,\n",
       "        0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ]),\n",
       " array([0.06639733, 0.06424165, 0.06867478, 0.07075045, 0.06857994,\n",
       "        0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ]),\n",
       " array([0.06424165, 0.06867478, 0.07075045, 0.06857994, 0.06905641,\n",
       "        0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099]),\n",
       " array([0.06867478, 0.07075045, 0.06857994, 0.06905641, 0.0712282 ,\n",
       "        0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517]),\n",
       " array([0.07075045, 0.06857994, 0.06905641, 0.0712282 , 0.07640349,\n",
       "        0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524]),\n",
       " array([0.06857994, 0.06905641, 0.0712282 , 0.07640349, 0.08706093,\n",
       "        0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ]),\n",
       " array([0.06905641, 0.0712282 , 0.07640349, 0.08706093, 0.08466207,\n",
       "        0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235]),\n",
       " array([0.0712282 , 0.07640349, 0.08706093, 0.08466207, 0.08045992,\n",
       "        0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398]),\n",
       " array([0.07640349, 0.08706093, 0.08466207, 0.08045992, 0.06616196,\n",
       "        0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012]),\n",
       " array([0.08706093, 0.08466207, 0.08045992, 0.06616196, 0.06429891,\n",
       "        0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764]),\n",
       " array([0.08466207, 0.08045992, 0.06616196, 0.06429891, 0.06665682,\n",
       "        0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759]),\n",
       " array([0.08045992, 0.06616196, 0.06429891, 0.06665682, 0.07476435,\n",
       "        0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226]),\n",
       " array([0.06616196, 0.06429891, 0.06665682, 0.07476435, 0.08283706,\n",
       "        0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456]),\n",
       " array([0.06429891, 0.06665682, 0.07476435, 0.08283706, 0.07669497,\n",
       "        0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202]),\n",
       " array([0.06665682, 0.07476435, 0.08283706, 0.07669497, 0.07753598,\n",
       "        0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ]),\n",
       " array([0.07476435, 0.08283706, 0.07669497, 0.07753598, 0.08249309,\n",
       "        0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166]),\n",
       " array([0.08283706, 0.07669497, 0.07753598, 0.08249309, 0.08296855,\n",
       "        0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149]),\n",
       " array([0.07669497, 0.07753598, 0.08249309, 0.08296855, 0.08323173,\n",
       "        0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218]),\n",
       " array([0.07753598, 0.08249309, 0.08296855, 0.08323173, 0.07932203,\n",
       "        0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714]),\n",
       " array([0.08249309, 0.08296855, 0.08323173, 0.07932203, 0.07195449,\n",
       "        0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734]),\n",
       " array([0.08296855, 0.08323173, 0.07932203, 0.07195449, 0.07443244,\n",
       "        0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515]),\n",
       " array([0.08323173, 0.07932203, 0.07195449, 0.07443244, 0.07489333,\n",
       "        0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382]),\n",
       " array([0.07932203, 0.07195449, 0.07443244, 0.07489333, 0.06766478,\n",
       "        0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387]),\n",
       " array([0.07195449, 0.07443244, 0.07489333, 0.06766478, 0.06945081,\n",
       "        0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922]),\n",
       " array([0.07443244, 0.07489333, 0.06766478, 0.06945081, 0.06742276,\n",
       "        0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589]),\n",
       " array([0.07489333, 0.06766478, 0.06945081, 0.06742276, 0.07419835,\n",
       "        0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089]),\n",
       " array([0.06766478, 0.06945081, 0.06742276, 0.07419835, 0.07971556,\n",
       "        0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164]),\n",
       " array([0.06945081, 0.06742276, 0.07419835, 0.07971556, 0.07784776,\n",
       "        0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562]),\n",
       " array([0.06742276, 0.07419835, 0.07971556, 0.07784776, 0.08232826,\n",
       "        0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521]),\n",
       " array([0.07419835, 0.07971556, 0.07784776, 0.08232826, 0.07822389,\n",
       "        0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424]),\n",
       " array([0.07971556, 0.07784776, 0.08232826, 0.07822389, 0.09031154,\n",
       "        0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ]),\n",
       " array([0.07784776, 0.08232826, 0.07822389, 0.09031154, 0.07841355,\n",
       "        0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744]),\n",
       " array([0.08232826, 0.07822389, 0.09031154, 0.07841355, 0.08115088,\n",
       "        0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ]),\n",
       " array([0.07822389, 0.09031154, 0.07841355, 0.08115088, 0.08390176,\n",
       "        0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272]),\n",
       " array([0.09031154, 0.07841355, 0.08115088, 0.08390176, 0.08182076,\n",
       "        0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819]),\n",
       " array([0.07841355, 0.08115088, 0.08390176, 0.08182076, 0.08161739,\n",
       "        0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439]),\n",
       " array([0.08115088, 0.08390176, 0.08182076, 0.08161739, 0.0833187 ,\n",
       "        0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418]),\n",
       " array([0.08390176, 0.08182076, 0.08161739, 0.0833187 , 0.08328335,\n",
       "        0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ]),\n",
       " array([0.08182076, 0.08161739, 0.0833187 , 0.08328335, 0.08393316,\n",
       "        0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415]),\n",
       " array([0.08161739, 0.0833187 , 0.08328335, 0.08393316, 0.08558846,\n",
       "        0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896]),\n",
       " array([0.0833187 , 0.08328335, 0.08393316, 0.08558846, 0.07679196,\n",
       "        0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729]),\n",
       " array([0.08328335, 0.08393316, 0.08558846, 0.07679196, 0.07949696,\n",
       "        0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701]),\n",
       " array([0.08393316, 0.08558846, 0.07679196, 0.07949696, 0.07940096,\n",
       "        0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659]),\n",
       " array([0.08558846, 0.07679196, 0.07949696, 0.07940096, 0.07787497,\n",
       "        0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496]),\n",
       " array([0.07679196, 0.07949696, 0.07940096, 0.07787497, 0.07902274,\n",
       "        0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ]),\n",
       " array([0.07949696, 0.07940096, 0.07787497, 0.07902274, 0.08145082,\n",
       "        0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558]),\n",
       " array([0.07940096, 0.07787497, 0.07902274, 0.08145082, 0.08040453,\n",
       "        0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358]),\n",
       " array([0.07787497, 0.07902274, 0.08145082, 0.08040453, 0.07925498,\n",
       "        0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987]),\n",
       " array([0.07902274, 0.08145082, 0.08040453, 0.07925498, 0.07679412,\n",
       "        0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827]),\n",
       " array([0.08145082, 0.08040453, 0.07925498, 0.07679412, 0.07756148,\n",
       "        0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107]),\n",
       " array([0.08040453, 0.07925498, 0.07679412, 0.07756148, 0.07706461,\n",
       "        0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675]),\n",
       " array([0.07925498, 0.07679412, 0.07756148, 0.07706461, 0.0820264 ,\n",
       "        0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797]),\n",
       " array([0.07679412, 0.07756148, 0.07706461, 0.0820264 , 0.08131032,\n",
       "        0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316]),\n",
       " array([0.07756148, 0.07706461, 0.0820264 , 0.08131032, 0.07616304,\n",
       "        0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329]),\n",
       " array([0.07706461, 0.0820264 , 0.08131032, 0.07616304, 0.07489377,\n",
       "        0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377]),\n",
       " array([0.0820264 , 0.08131032, 0.07616304, 0.07489377, 0.0733295 ,\n",
       "        0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476]),\n",
       " array([0.08131032, 0.07616304, 0.07489377, 0.0733295 , 0.0713114 ,\n",
       "        0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967]),\n",
       " array([0.07616304, 0.07489377, 0.0733295 , 0.0713114 , 0.07298099,\n",
       "        0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954]),\n",
       " array([0.07489377, 0.0733295 , 0.0713114 , 0.07298099, 0.07356517,\n",
       "        0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ]),\n",
       " array([0.0733295 , 0.0713114 , 0.07298099, 0.07356517, 0.07275524,\n",
       "        0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138]),\n",
       " array([0.0713114 , 0.07298099, 0.07356517, 0.07275524, 0.0740907 ,\n",
       "        0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576]),\n",
       " array([0.07298099, 0.07356517, 0.07275524, 0.0740907 , 0.07112235,\n",
       "        0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512]),\n",
       " array([0.07356517, 0.07275524, 0.0740907 , 0.07112235, 0.07007398,\n",
       "        0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205]),\n",
       " array([0.07275524, 0.0740907 , 0.07112235, 0.07007398, 0.07084012,\n",
       "        0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979]),\n",
       " array([0.0740907 , 0.07112235, 0.07007398, 0.07084012, 0.06984764,\n",
       "        0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813]),\n",
       " array([0.07112235, 0.07007398, 0.07084012, 0.06984764, 0.07480759,\n",
       "        0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609]),\n",
       " array([0.07007398, 0.07084012, 0.06984764, 0.07480759, 0.07334226,\n",
       "        0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677]),\n",
       " array([0.07084012, 0.06984764, 0.07480759, 0.07334226, 0.07641456,\n",
       "        0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ]),\n",
       " array([0.06984764, 0.07480759, 0.07334226, 0.07641456, 0.07427202,\n",
       "        0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876]),\n",
       " array([0.07480759, 0.07334226, 0.07641456, 0.07427202, 0.0743308 ,\n",
       "        0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227]),\n",
       " array([0.07334226, 0.07641456, 0.07427202, 0.0743308 , 0.07375166,\n",
       "        0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729]),\n",
       " array([0.07641456, 0.07427202, 0.0743308 , 0.07375166, 0.07429149,\n",
       "        0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ]),\n",
       " array([0.07427202, 0.0743308 , 0.07375166, 0.07429149, 0.07384218,\n",
       "        0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144]),\n",
       " array([0.0743308 , 0.07375166, 0.07429149, 0.07384218, 0.07407714,\n",
       "        0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022]),\n",
       " array([0.07375166, 0.07429149, 0.07384218, 0.07407714, 0.07284734,\n",
       "        0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685]),\n",
       " array([0.07429149, 0.07384218, 0.07407714, 0.07284734, 0.07187515,\n",
       "        0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507]),\n",
       " array([0.07384218, 0.07407714, 0.07284734, 0.07187515, 0.07161382,\n",
       "        0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321]),\n",
       " array([0.07407714, 0.07284734, 0.07187515, 0.07161382, 0.07174387,\n",
       "        0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683]),\n",
       " array([0.07284734, 0.07187515, 0.07161382, 0.07174387, 0.07219922,\n",
       "        0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509]),\n",
       " array([0.07187515, 0.07161382, 0.07174387, 0.07219922, 0.07152589,\n",
       "        0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ]),\n",
       " array([0.07161382, 0.07174387, 0.07219922, 0.07152589, 0.07466089,\n",
       "        0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ]),\n",
       " array([0.07174387, 0.07219922, 0.07152589, 0.07466089, 0.07735164,\n",
       "        0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201]),\n",
       " array([0.07219922, 0.07152589, 0.07466089, 0.07735164, 0.07882562,\n",
       "        0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881]),\n",
       " array([0.07152589, 0.07466089, 0.07735164, 0.07882562, 0.07779521,\n",
       "        0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ]),\n",
       " array([0.07466089, 0.07735164, 0.07882562, 0.07779521, 0.08017424,\n",
       "        0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898]),\n",
       " array([0.07735164, 0.07882562, 0.07779521, 0.08017424, 0.084123  ,\n",
       "        0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196]),\n",
       " array([0.07882562, 0.07779521, 0.08017424, 0.084123  , 0.10265744,\n",
       "        0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693]),\n",
       " array([0.07779521, 0.08017424, 0.084123  , 0.10265744, 0.1015753 ,\n",
       "        0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623]),\n",
       " array([0.08017424, 0.084123  , 0.10265744, 0.1015753 , 0.10455272,\n",
       "        0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551]),\n",
       " array([0.084123  , 0.10265744, 0.1015753 , 0.10455272, 0.10461819,\n",
       "        0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555]),\n",
       " array([0.10265744, 0.1015753 , 0.10455272, 0.10461819, 0.10863439,\n",
       "        0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668]),\n",
       " array([0.1015753 , 0.10455272, 0.10461819, 0.10863439, 0.11605418,\n",
       "        0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654]),\n",
       " array([0.10455272, 0.10461819, 0.10863439, 0.11605418, 0.1040137 ,\n",
       "        0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915]),\n",
       " array([0.10461819, 0.10863439, 0.11605418, 0.1040137 , 0.10792415,\n",
       "        0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375]),\n",
       " array([0.10863439, 0.11605418, 0.1040137 , 0.10792415, 0.10696896,\n",
       "        0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466]),\n",
       " array([0.11605418, 0.1040137 , 0.10792415, 0.10696896, 0.11548729,\n",
       "        0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519]),\n",
       " array([0.1040137 , 0.10792415, 0.10696896, 0.11548729, 0.11632701,\n",
       "        0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182]),\n",
       " array([0.10792415, 0.10696896, 0.11548729, 0.11632701, 0.11361659,\n",
       "        0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153]),\n",
       " array([0.10696896, 0.11548729, 0.11632701, 0.11361659, 0.11621496,\n",
       "        0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077]),\n",
       " array([0.11548729, 0.11632701, 0.11361659, 0.11621496, 0.1148798 ,\n",
       "        0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329]),\n",
       " array([0.11632701, 0.11361659, 0.11621496, 0.1148798 , 0.11792558,\n",
       "        0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346]),\n",
       " array([0.11361659, 0.11621496, 0.1148798 , 0.11792558, 0.10930358,\n",
       "        0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728]),\n",
       " array([0.11621496, 0.1148798 , 0.11792558, 0.10930358, 0.11265987,\n",
       "        0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178]),\n",
       " array([0.1148798 , 0.11792558, 0.10930358, 0.11265987, 0.11618827,\n",
       "        0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354]),\n",
       " array([0.11792558, 0.10930358, 0.11265987, 0.11618827, 0.11601107,\n",
       "        0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482]),\n",
       " array([0.10930358, 0.11265987, 0.11618827, 0.11601107, 0.11765675,\n",
       "        0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383]),\n",
       " array([0.11265987, 0.11618827, 0.11601107, 0.11765675, 0.11824797,\n",
       "        0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787]),\n",
       " array([0.11618827, 0.11601107, 0.11765675, 0.11824797, 0.12396316,\n",
       "        0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717]),\n",
       " array([0.11601107, 0.11765675, 0.11824797, 0.12396316, 0.11903329,\n",
       "        0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116]),\n",
       " array([0.11765675, 0.11824797, 0.12396316, 0.11903329, 0.11614377,\n",
       "        0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304]),\n",
       " array([0.11824797, 0.12396316, 0.11903329, 0.11614377, 0.11823476,\n",
       "        0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301]),\n",
       " array([0.12396316, 0.11903329, 0.11614377, 0.11823476, 0.11320967,\n",
       "        0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059]),\n",
       " array([0.11903329, 0.11614377, 0.11823476, 0.11320967, 0.11472954,\n",
       "        0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953]),\n",
       " array([0.11614377, 0.11823476, 0.11320967, 0.11472954, 0.1144215 ,\n",
       "        0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079]),\n",
       " array([0.11823476, 0.11320967, 0.11472954, 0.1144215 , 0.11434138,\n",
       "        0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168]),\n",
       " array([0.11320967, 0.11472954, 0.1144215 , 0.11434138, 0.10757576,\n",
       "        0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ]),\n",
       " array([0.11472954, 0.1144215 , 0.11434138, 0.10757576, 0.10969512,\n",
       "        0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516]),\n",
       " array([0.1144215 , 0.11434138, 0.10757576, 0.10969512, 0.10566205,\n",
       "        0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443]),\n",
       " array([0.11434138, 0.10757576, 0.10969512, 0.10566205, 0.10763979,\n",
       "        0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125]),\n",
       " array([0.10757576, 0.10969512, 0.10566205, 0.10763979, 0.10704813,\n",
       "        0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456]),\n",
       " array([0.10969512, 0.10566205, 0.10763979, 0.10704813, 0.11044609,\n",
       "        0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063]),\n",
       " array([0.10566205, 0.10763979, 0.10704813, 0.11044609, 0.11075677,\n",
       "        0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ]),\n",
       " array([0.10763979, 0.10704813, 0.11044609, 0.11075677, 0.114577  ,\n",
       "        0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154]),\n",
       " array([0.10704813, 0.11044609, 0.11075677, 0.114577  , 0.10582876,\n",
       "        0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ]),\n",
       " array([0.11044609, 0.11075677, 0.114577  , 0.10582876, 0.08685227,\n",
       "        0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525]),\n",
       " array([0.11075677, 0.114577  , 0.10582876, 0.08685227, 0.09080729,\n",
       "        0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929]),\n",
       " array([0.114577  , 0.10582876, 0.08685227, 0.09080729, 0.0851155 ,\n",
       "        0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777]),\n",
       " array([0.10582876, 0.08685227, 0.09080729, 0.0851155 , 0.08706144,\n",
       "        0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ]),\n",
       " array([0.08685227, 0.09080729, 0.0851155 , 0.08706144, 0.08891022,\n",
       "        0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283]),\n",
       " array([0.09080729, 0.0851155 , 0.08706144, 0.08891022, 0.08572685,\n",
       "        0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482]),\n",
       " array([0.0851155 , 0.08706144, 0.08891022, 0.08572685, 0.08651507,\n",
       "        0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715]),\n",
       " array([0.08706144, 0.08891022, 0.08572685, 0.08651507, 0.08901321,\n",
       "        0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926]),\n",
       " array([0.08891022, 0.08572685, 0.08651507, 0.08901321, 0.08950683,\n",
       "        0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622]),\n",
       " array([0.08572685, 0.08651507, 0.08901321, 0.08950683, 0.09019509,\n",
       "        0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117]),\n",
       " array([0.08651507, 0.08901321, 0.08950683, 0.09019509, 0.0882251 ,\n",
       "        0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415]),\n",
       " array([0.08901321, 0.08950683, 0.09019509, 0.0882251 , 0.0939904 ,\n",
       "        0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823]),\n",
       " array([0.08950683, 0.09019509, 0.0882251 , 0.0939904 , 0.09644201,\n",
       "        0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065]),\n",
       " array([0.09019509, 0.0882251 , 0.0939904 , 0.09644201, 0.09926881,\n",
       "        0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ]),\n",
       " array([0.0882251 , 0.0939904 , 0.09644201, 0.09926881, 0.0989167 ,\n",
       "        0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504]),\n",
       " array([0.0939904 , 0.09644201, 0.09926881, 0.0989167 , 0.09890898,\n",
       "        0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022]),\n",
       " array([0.09644201, 0.09926881, 0.0989167 , 0.09890898, 0.10141196,\n",
       "        0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754]),\n",
       " array([0.09926881, 0.0989167 , 0.09890898, 0.10141196, 0.09861693,\n",
       "        0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731]),\n",
       " array([0.0989167 , 0.09890898, 0.10141196, 0.09861693, 0.09077623,\n",
       "        0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948]),\n",
       " array([0.09890898, 0.10141196, 0.09861693, 0.09077623, 0.09186551,\n",
       "        0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521]),\n",
       " array([0.10141196, 0.09861693, 0.09077623, 0.09186551, 0.08729555,\n",
       "        0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821]),\n",
       " array([0.09861693, 0.09077623, 0.09186551, 0.08729555, 0.09635668,\n",
       "        0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045]),\n",
       " array([0.09077623, 0.09186551, 0.08729555, 0.09635668, 0.09507654,\n",
       "        0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ]),\n",
       " array([0.09186551, 0.08729555, 0.09635668, 0.09507654, 0.09594915,\n",
       "        0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767]),\n",
       " array([0.08729555, 0.09635668, 0.09507654, 0.09594915, 0.09628375,\n",
       "        0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082]),\n",
       " array([0.09635668, 0.09507654, 0.09594915, 0.09628375, 0.09555466,\n",
       "        0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103]),\n",
       " array([0.09507654, 0.09594915, 0.09628375, 0.09555466, 0.09759519,\n",
       "        0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211]),\n",
       " array([0.09594915, 0.09628375, 0.09555466, 0.09759519, 0.09610182,\n",
       "        0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403]),\n",
       " array([0.09628375, 0.09555466, 0.09759519, 0.09610182, 0.09268153,\n",
       "        0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234]),\n",
       " array([0.09555466, 0.09759519, 0.09610182, 0.09268153, 0.09221077,\n",
       "        0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445]),\n",
       " array([0.09759519, 0.09610182, 0.09268153, 0.09221077, 0.09188329,\n",
       "        0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071]),\n",
       " array([0.09610182, 0.09268153, 0.09221077, 0.09188329, 0.09386346,\n",
       "        0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432]),\n",
       " array([0.09268153, 0.09221077, 0.09188329, 0.09386346, 0.09534728,\n",
       "        0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197]),\n",
       " array([0.09221077, 0.09188329, 0.09386346, 0.09534728, 0.09353178,\n",
       "        0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842]),\n",
       " array([0.09188329, 0.09386346, 0.09534728, 0.09353178, 0.09381354,\n",
       "        0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334]),\n",
       " array([0.09386346, 0.09534728, 0.09353178, 0.09381354, 0.09774482,\n",
       "        0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839]),\n",
       " array([0.09534728, 0.09353178, 0.09381354, 0.09774482, 0.10312383,\n",
       "        0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638]),\n",
       " array([0.09353178, 0.09381354, 0.09774482, 0.10312383, 0.10471787,\n",
       "        0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557]),\n",
       " array([0.09381354, 0.09774482, 0.10312383, 0.10471787, 0.10619717,\n",
       "        0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ]),\n",
       " array([0.09774482, 0.10312383, 0.10471787, 0.10619717, 0.10749116,\n",
       "        0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948]),\n",
       " array([0.10312383, 0.10471787, 0.10619717, 0.10749116, 0.10479304,\n",
       "        0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334]),\n",
       " array([0.10471787, 0.10619717, 0.10749116, 0.10479304, 0.10539301,\n",
       "        0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798]),\n",
       " array([0.10619717, 0.10749116, 0.10479304, 0.10539301, 0.10748059,\n",
       "        0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692]),\n",
       " array([0.10749116, 0.10479304, 0.10539301, 0.10748059, 0.11166953,\n",
       "        0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749]),\n",
       " array([0.10479304, 0.10539301, 0.10748059, 0.11166953, 0.11480079,\n",
       "        0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ]),\n",
       " array([0.10539301, 0.10748059, 0.11166953, 0.11480079, 0.13065168,\n",
       "        0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998]),\n",
       " array([0.10748059, 0.11166953, 0.11480079, 0.13065168, 0.1330362 ,\n",
       "        0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819]),\n",
       " array([0.11166953, 0.11480079, 0.13065168, 0.1330362 , 0.13277516,\n",
       "        0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322]),\n",
       " array([0.11480079, 0.13065168, 0.1330362 , 0.13277516, 0.13573443,\n",
       "        0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416]),\n",
       " array([0.13065168, 0.1330362 , 0.13277516, 0.13573443, 0.13445125,\n",
       "        0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564]),\n",
       " array([0.1330362 , 0.13277516, 0.13573443, 0.13445125, 0.13552456,\n",
       "        0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866]),\n",
       " array([0.13277516, 0.13573443, 0.13445125, 0.13552456, 0.14480063,\n",
       "        0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745]),\n",
       " array([0.13573443, 0.13445125, 0.13552456, 0.14480063, 0.1395475 ,\n",
       "        0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267]),\n",
       " array([0.13445125, 0.13552456, 0.14480063, 0.1395475 , 0.14263154,\n",
       "        0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111]),\n",
       " array([0.13552456, 0.14480063, 0.1395475 , 0.14263154, 0.145483  ,\n",
       "        0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433]),\n",
       " array([0.14480063, 0.1395475 , 0.14263154, 0.145483  , 0.14945525,\n",
       "        0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237]),\n",
       " array([0.1395475 , 0.14263154, 0.145483  , 0.14945525, 0.14877929,\n",
       "        0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185]),\n",
       " array([0.14263154, 0.145483  , 0.14945525, 0.14877929, 0.14507777,\n",
       "        0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ]),\n",
       " array([0.145483  , 0.14945525, 0.14877929, 0.14507777, 0.1524755 ,\n",
       "        0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521]),\n",
       " array([0.14945525, 0.14877929, 0.14507777, 0.1524755 , 0.15407283,\n",
       "        0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ]),\n",
       " array([0.14877929, 0.14507777, 0.1524755 , 0.15407283, 0.17824482,\n",
       "        0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228]),\n",
       " array([0.14507777, 0.1524755 , 0.15407283, 0.17824482, 0.17745715,\n",
       "        0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303]),\n",
       " array([0.1524755 , 0.15407283, 0.17824482, 0.17745715, 0.16515926,\n",
       "        0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325]),\n",
       " array([0.15407283, 0.17824482, 0.17745715, 0.16515926, 0.17599622,\n",
       "        0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311]),\n",
       " array([0.17824482, 0.17745715, 0.16515926, 0.17599622, 0.17345117,\n",
       "        0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027]),\n",
       " array([0.17745715, 0.16515926, 0.17599622, 0.17345117, 0.17389415,\n",
       "        0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672]),\n",
       " array([0.16515926, 0.17599622, 0.17345117, 0.17389415, 0.18173823,\n",
       "        0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331]),\n",
       " array([0.17599622, 0.17345117, 0.17389415, 0.18173823, 0.19274065,\n",
       "        0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438]),\n",
       " array([0.17345117, 0.17389415, 0.18173823, 0.19274065, 0.1921504 ,\n",
       "        0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628]),\n",
       " array([0.17389415, 0.18173823, 0.19274065, 0.1921504 , 0.18792504,\n",
       "        0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332]),\n",
       " array([0.18173823, 0.19274065, 0.1921504 , 0.18792504, 0.18602022,\n",
       "        0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625]),\n",
       " array([0.19274065, 0.1921504 , 0.18792504, 0.18602022, 0.19843754,\n",
       "        0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053]),\n",
       " array([0.1921504 , 0.18792504, 0.18602022, 0.19843754, 0.21468731,\n",
       "        0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623]),\n",
       " array([0.18792504, 0.18602022, 0.19843754, 0.21468731, 0.21609948,\n",
       "        0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982]),\n",
       " array([0.18602022, 0.19843754, 0.21468731, 0.21609948, 0.21576521,\n",
       "        0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ]),\n",
       " array([0.19843754, 0.21468731, 0.21609948, 0.21576521, 0.22954821,\n",
       "        0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416]),\n",
       " array([0.21468731, 0.21609948, 0.21576521, 0.22954821, 0.22990045,\n",
       "        0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029]),\n",
       " array([0.21609948, 0.21576521, 0.22954821, 0.22990045, 0.2252686 ,\n",
       "        0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432]),\n",
       " array([0.21576521, 0.22954821, 0.22990045, 0.2252686 , 0.22555767,\n",
       "        0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825]),\n",
       " array([0.22954821, 0.22990045, 0.2252686 , 0.22555767, 0.23686082,\n",
       "        0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874]),\n",
       " array([0.22990045, 0.2252686 , 0.22555767, 0.23686082, 0.22983103,\n",
       "        0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121]),\n",
       " array([0.2252686 , 0.22555767, 0.23686082, 0.22983103, 0.20350211,\n",
       "        0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054]),\n",
       " array([0.22555767, 0.23686082, 0.22983103, 0.20350211, 0.20319403,\n",
       "        0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313]),\n",
       " array([0.23686082, 0.22983103, 0.20350211, 0.20319403, 0.21352234,\n",
       "        0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655]),\n",
       " array([0.22983103, 0.20350211, 0.20319403, 0.21352234, 0.22119445,\n",
       "        0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758]),\n",
       " array([0.20350211, 0.20319403, 0.21352234, 0.22119445, 0.24574071,\n",
       "        0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121,\n",
       "        0.50445054, 0.42660313, 0.46304655, 0.44749758, 0.4511468 ]),\n",
       " array([0.20319403, 0.21352234, 0.22119445, 0.24574071, 0.23050432,\n",
       "        0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054,\n",
       "        0.42660313, 0.46304655, 0.44749758, 0.4511468 , 0.45223721]),\n",
       " array([0.21352234, 0.22119445, 0.24574071, 0.23050432, 0.23713197,\n",
       "        0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313,\n",
       "        0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542]),\n",
       " array([0.22119445, 0.24574071, 0.23050432, 0.23713197, 0.24243842,\n",
       "        0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655,\n",
       "        0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255]),\n",
       " array([0.24574071, 0.23050432, 0.23713197, 0.24243842, 0.22932334,\n",
       "        0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758,\n",
       "        0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ]),\n",
       " array([0.23050432, 0.23713197, 0.24243842, 0.22932334, 0.23693839,\n",
       "        0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121,\n",
       "        0.50445054, 0.42660313, 0.46304655, 0.44749758, 0.4511468 ,\n",
       "        0.45223721, 0.45523542, 0.42067255, 0.4401351 , 0.48405163]),\n",
       " array([0.23713197, 0.24243842, 0.22932334, 0.23693839, 0.24015638,\n",
       "        0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054,\n",
       "        0.42660313, 0.46304655, 0.44749758, 0.4511468 , 0.45223721,\n",
       "        0.45523542, 0.42067255, 0.4401351 , 0.48405163, 0.48327267]),\n",
       " array([0.24243842, 0.22932334, 0.23693839, 0.24015638, 0.23761557,\n",
       "        0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313,\n",
       "        0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542,\n",
       "        0.42067255, 0.4401351 , 0.48405163, 0.48327267, 0.46417806]),\n",
       " array([0.22932334, 0.23693839, 0.24015638, 0.23761557, 0.2226767 ,\n",
       "        0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655,\n",
       "        0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255,\n",
       "        0.4401351 , 0.48405163, 0.48327267, 0.46417806, 0.4727732 ]),\n",
       " array([0.23693839, 0.24015638, 0.23761557, 0.2226767 , 0.22695948,\n",
       "        0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758,\n",
       "        0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ,\n",
       "        0.48405163, 0.48327267, 0.46417806, 0.4727732 , 0.503903  ]),\n",
       " array([0.24015638, 0.23761557, 0.2226767 , 0.22695948, 0.22201334,\n",
       "        0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121,\n",
       "        0.50445054, 0.42660313, 0.46304655, 0.44749758, 0.4511468 ,\n",
       "        0.45223721, 0.45523542, 0.42067255, 0.4401351 , 0.48405163,\n",
       "        0.48327267, 0.46417806, 0.4727732 , 0.503903  , 0.53587324]),\n",
       " array([0.23761557, 0.2226767 , 0.22695948, 0.22201334, 0.21833798,\n",
       "        0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054,\n",
       "        0.42660313, 0.46304655, 0.44749758, 0.4511468 , 0.45223721,\n",
       "        0.45523542, 0.42067255, 0.4401351 , 0.48405163, 0.48327267,\n",
       "        0.46417806, 0.4727732 , 0.503903  , 0.53587324, 0.52791447]),\n",
       " array([0.2226767 , 0.22695948, 0.22201334, 0.21833798, 0.23080692,\n",
       "        0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313,\n",
       "        0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542,\n",
       "        0.42067255, 0.4401351 , 0.48405163, 0.48327267, 0.46417806,\n",
       "        0.4727732 , 0.503903  , 0.53587324, 0.52791447, 0.54638758]),\n",
       " array([0.22695948, 0.22201334, 0.21833798, 0.23080692, 0.23648749,\n",
       "        0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655,\n",
       "        0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255,\n",
       "        0.4401351 , 0.48405163, 0.48327267, 0.46417806, 0.4727732 ,\n",
       "        0.503903  , 0.53587324, 0.52791447, 0.54638758, 0.56492563]),\n",
       " array([0.22201334, 0.21833798, 0.23080692, 0.23648749, 0.2378471 ,\n",
       "        0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758,\n",
       "        0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ,\n",
       "        0.48405163, 0.48327267, 0.46417806, 0.4727732 , 0.503903  ,\n",
       "        0.53587324, 0.52791447, 0.54638758, 0.56492563, 0.55899312]),\n",
       " array([0.21833798, 0.23080692, 0.23648749, 0.2378471 , 0.24013998,\n",
       "        0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121,\n",
       "        0.50445054, 0.42660313, 0.46304655, 0.44749758, 0.4511468 ,\n",
       "        0.45223721, 0.45523542, 0.42067255, 0.4401351 , 0.48405163,\n",
       "        0.48327267, 0.46417806, 0.4727732 , 0.503903  , 0.53587324,\n",
       "        0.52791447, 0.54638758, 0.56492563, 0.55899312, 0.6809508 ]),\n",
       " array([0.23080692, 0.23648749, 0.2378471 , 0.24013998, 0.27213819,\n",
       "        0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054,\n",
       "        0.42660313, 0.46304655, 0.44749758, 0.4511468 , 0.45223721,\n",
       "        0.45523542, 0.42067255, 0.4401351 , 0.48405163, 0.48327267,\n",
       "        0.46417806, 0.4727732 , 0.503903  , 0.53587324, 0.52791447,\n",
       "        0.54638758, 0.56492563, 0.55899312, 0.6809508 , 0.68487997]),\n",
       " array([0.23648749, 0.2378471 , 0.24013998, 0.27213819, 0.29672322,\n",
       "        0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313,\n",
       "        0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542,\n",
       "        0.42067255, 0.4401351 , 0.48405163, 0.48327267, 0.46417806,\n",
       "        0.4727732 , 0.503903  , 0.53587324, 0.52791447, 0.54638758,\n",
       "        0.56492563, 0.55899312, 0.6809508 , 0.68487997, 0.65853352]),\n",
       " array([0.2378471 , 0.24013998, 0.27213819, 0.29672322, 0.30268416,\n",
       "        0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655,\n",
       "        0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255,\n",
       "        0.4401351 , 0.48405163, 0.48327267, 0.46417806, 0.4727732 ,\n",
       "        0.503903  , 0.53587324, 0.52791447, 0.54638758, 0.56492563,\n",
       "        0.55899312, 0.6809508 , 0.68487997, 0.65853352, 0.70691649]),\n",
       " array([0.24013998, 0.27213819, 0.29672322, 0.30268416, 0.31491564,\n",
       "        0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758,\n",
       "        0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ,\n",
       "        0.48405163, 0.48327267, 0.46417806, 0.4727732 , 0.503903  ,\n",
       "        0.53587324, 0.52791447, 0.54638758, 0.56492563, 0.55899312,\n",
       "        0.6809508 , 0.68487997, 0.65853352, 0.70691649, 0.6989576 ]),\n",
       " array([0.27213819, 0.29672322, 0.30268416, 0.31491564, 0.30829866,\n",
       "        0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121,\n",
       "        0.50445054, 0.42660313, 0.46304655, 0.44749758, 0.4511468 ,\n",
       "        0.45223721, 0.45523542, 0.42067255, 0.4401351 , 0.48405163,\n",
       "        0.48327267, 0.46417806, 0.4727732 , 0.503903  , 0.53587324,\n",
       "        0.52791447, 0.54638758, 0.56492563, 0.55899312, 0.6809508 ,\n",
       "        0.68487997, 0.65853352, 0.70691649, 0.6989576 , 0.69237692]),\n",
       " array([0.29672322, 0.30268416, 0.31491564, 0.30829866, 0.29878745,\n",
       "        0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054,\n",
       "        0.42660313, 0.46304655, 0.44749758, 0.4511468 , 0.45223721,\n",
       "        0.45523542, 0.42067255, 0.4401351 , 0.48405163, 0.48327267,\n",
       "        0.46417806, 0.4727732 , 0.503903  , 0.53587324, 0.52791447,\n",
       "        0.54638758, 0.56492563, 0.55899312, 0.6809508 , 0.68487997,\n",
       "        0.65853352, 0.70691649, 0.6989576 , 0.69237692, 0.71898619]),\n",
       " array([0.30268416, 0.31491564, 0.30829866, 0.29878745, 0.31624267,\n",
       "        0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313,\n",
       "        0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542,\n",
       "        0.42067255, 0.4401351 , 0.48405163, 0.48327267, 0.46417806,\n",
       "        0.4727732 , 0.503903  , 0.53587324, 0.52791447, 0.54638758,\n",
       "        0.56492563, 0.55899312, 0.6809508 , 0.68487997, 0.65853352,\n",
       "        0.70691649, 0.6989576 , 0.69237692, 0.71898619, 0.70673553]),\n",
       " array([0.31491564, 0.30829866, 0.29878745, 0.31624267, 0.30564111,\n",
       "        0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655,\n",
       "        0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255,\n",
       "        0.4401351 , 0.48405163, 0.48327267, 0.46417806, 0.4727732 ,\n",
       "        0.503903  , 0.53587324, 0.52791447, 0.54638758, 0.56492563,\n",
       "        0.55899312, 0.6809508 , 0.68487997, 0.65853352, 0.70691649,\n",
       "        0.6989576 , 0.69237692, 0.71898619, 0.70673553, 0.73074086]),\n",
       " array([0.30829866, 0.29878745, 0.31624267, 0.30564111, 0.31241433,\n",
       "        0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758,\n",
       "        0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ,\n",
       "        0.48405163, 0.48327267, 0.46417806, 0.4727732 , 0.503903  ,\n",
       "        0.53587324, 0.52791447, 0.54638758, 0.56492563, 0.55899312,\n",
       "        0.6809508 , 0.68487997, 0.65853352, 0.70691649, 0.6989576 ,\n",
       "        0.69237692, 0.71898619, 0.70673553, 0.73074086, 0.77790439]),\n",
       " array([0.29878745, 0.31624267, 0.30564111, 0.31241433, 0.32793237,\n",
       "        0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121,\n",
       "        0.50445054, 0.42660313, 0.46304655, 0.44749758, 0.4511468 ,\n",
       "        0.45223721, 0.45523542, 0.42067255, 0.4401351 , 0.48405163,\n",
       "        0.48327267, 0.46417806, 0.4727732 , 0.503903  , 0.53587324,\n",
       "        0.52791447, 0.54638758, 0.56492563, 0.55899312, 0.6809508 ,\n",
       "        0.68487997, 0.65853352, 0.70691649, 0.6989576 , 0.69237692,\n",
       "        0.71898619, 0.70673553, 0.73074086, 0.77790439, 0.76794093]),\n",
       " array([0.31624267, 0.30564111, 0.31241433, 0.32793237, 0.35753185,\n",
       "        0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054,\n",
       "        0.42660313, 0.46304655, 0.44749758, 0.4511468 , 0.45223721,\n",
       "        0.45523542, 0.42067255, 0.4401351 , 0.48405163, 0.48327267,\n",
       "        0.46417806, 0.4727732 , 0.503903  , 0.53587324, 0.52791447,\n",
       "        0.54638758, 0.56492563, 0.55899312, 0.6809508 , 0.68487997,\n",
       "        0.65853352, 0.70691649, 0.6989576 , 0.69237692, 0.71898619,\n",
       "        0.70673553, 0.73074086, 0.77790439, 0.76794093, 0.83662722]),\n",
       " array([0.30564111, 0.31241433, 0.32793237, 0.35753185, 0.3557716 ,\n",
       "        0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313,\n",
       "        0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542,\n",
       "        0.42067255, 0.4401351 , 0.48405163, 0.48327267, 0.46417806,\n",
       "        0.4727732 , 0.503903  , 0.53587324, 0.52791447, 0.54638758,\n",
       "        0.56492563, 0.55899312, 0.6809508 , 0.68487997, 0.65853352,\n",
       "        0.70691649, 0.6989576 , 0.69237692, 0.71898619, 0.70673553,\n",
       "        0.73074086, 0.77790439, 0.76794093, 0.83662722, 0.8403533 ]),\n",
       " array([0.31241433, 0.32793237, 0.35753185, 0.3557716 , 0.36826521,\n",
       "        0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655,\n",
       "        0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255,\n",
       "        0.4401351 , 0.48405163, 0.48327267, 0.46417806, 0.4727732 ,\n",
       "        0.503903  , 0.53587324, 0.52791447, 0.54638758, 0.56492563,\n",
       "        0.55899312, 0.6809508 , 0.68487997, 0.65853352, 0.70691649,\n",
       "        0.6989576 , 0.69237692, 0.71898619, 0.70673553, 0.73074086,\n",
       "        0.77790439, 0.76794093, 0.83662722, 0.8403533 , 0.86398116]),\n",
       " array([0.32793237, 0.35753185, 0.3557716 , 0.36826521, 0.3722358 ,\n",
       "        0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758,\n",
       "        0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ,\n",
       "        0.48405163, 0.48327267, 0.46417806, 0.4727732 , 0.503903  ,\n",
       "        0.53587324, 0.52791447, 0.54638758, 0.56492563, 0.55899312,\n",
       "        0.6809508 , 0.68487997, 0.65853352, 0.70691649, 0.6989576 ,\n",
       "        0.69237692, 0.71898619, 0.70673553, 0.73074086, 0.77790439,\n",
       "        0.76794093, 0.83662722, 0.8403533 , 0.86398116, 0.80779228]),\n",
       " array([0.35753185, 0.3557716 , 0.36826521, 0.3722358 , 0.39526228,\n",
       "        0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121,\n",
       "        0.50445054, 0.42660313, 0.46304655, 0.44749758, 0.4511468 ,\n",
       "        0.45223721, 0.45523542, 0.42067255, 0.4401351 , 0.48405163,\n",
       "        0.48327267, 0.46417806, 0.4727732 , 0.503903  , 0.53587324,\n",
       "        0.52791447, 0.54638758, 0.56492563, 0.55899312, 0.6809508 ,\n",
       "        0.68487997, 0.65853352, 0.70691649, 0.6989576 , 0.69237692,\n",
       "        0.71898619, 0.70673553, 0.73074086, 0.77790439, 0.76794093,\n",
       "        0.83662722, 0.8403533 , 0.86398116, 0.80779228, 0.71839427]),\n",
       " array([0.3557716 , 0.36826521, 0.3722358 , 0.39526228, 0.39706303,\n",
       "        0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054,\n",
       "        0.42660313, 0.46304655, 0.44749758, 0.4511468 , 0.45223721,\n",
       "        0.45523542, 0.42067255, 0.4401351 , 0.48405163, 0.48327267,\n",
       "        0.46417806, 0.4727732 , 0.503903  , 0.53587324, 0.52791447,\n",
       "        0.54638758, 0.56492563, 0.55899312, 0.6809508 , 0.68487997,\n",
       "        0.65853352, 0.70691649, 0.6989576 , 0.69237692, 0.71898619,\n",
       "        0.70673553, 0.73074086, 0.77790439, 0.76794093, 0.83662722,\n",
       "        0.8403533 , 0.86398116, 0.80779228, 0.71839427, 0.7330238 ]),\n",
       " array([0.36826521, 0.3722358 , 0.39526228, 0.39706303, 0.40347325,\n",
       "        0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313,\n",
       "        0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542,\n",
       "        0.42067255, 0.4401351 , 0.48405163, 0.48327267, 0.46417806,\n",
       "        0.4727732 , 0.503903  , 0.53587324, 0.52791447, 0.54638758,\n",
       "        0.56492563, 0.55899312, 0.6809508 , 0.68487997, 0.65853352,\n",
       "        0.70691649, 0.6989576 , 0.69237692, 0.71898619, 0.70673553,\n",
       "        0.73074086, 0.77790439, 0.76794093, 0.83662722, 0.8403533 ,\n",
       "        0.86398116, 0.80779228, 0.71839427, 0.7330238 , 0.69817632]),\n",
       " array([0.3722358 , 0.39526228, 0.39706303, 0.40347325, 0.44916311,\n",
       "        0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655,\n",
       "        0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255,\n",
       "        0.4401351 , 0.48405163, 0.48327267, 0.46417806, 0.4727732 ,\n",
       "        0.503903  , 0.53587324, 0.52791447, 0.54638758, 0.56492563,\n",
       "        0.55899312, 0.6809508 , 0.68487997, 0.65853352, 0.70691649,\n",
       "        0.6989576 , 0.69237692, 0.71898619, 0.70673553, 0.73074086,\n",
       "        0.77790439, 0.76794093, 0.83662722, 0.8403533 , 0.86398116,\n",
       "        0.80779228, 0.71839427, 0.7330238 , 0.69817632, 0.69033357]),\n",
       " array([0.39526228, 0.39706303, 0.40347325, 0.44916311, 0.45999027,\n",
       "        0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758,\n",
       "        0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ,\n",
       "        0.48405163, 0.48327267, 0.46417806, 0.4727732 , 0.503903  ,\n",
       "        0.53587324, 0.52791447, 0.54638758, 0.56492563, 0.55899312,\n",
       "        0.6809508 , 0.68487997, 0.65853352, 0.70691649, 0.6989576 ,\n",
       "        0.69237692, 0.71898619, 0.70673553, 0.73074086, 0.77790439,\n",
       "        0.76794093, 0.83662722, 0.8403533 , 0.86398116, 0.80779228,\n",
       "        0.71839427, 0.7330238 , 0.69817632, 0.69033357, 0.68780519]),\n",
       " array([0.39706303, 0.40347325, 0.44916311, 0.45999027, 0.44656672,\n",
       "        0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121,\n",
       "        0.50445054, 0.42660313, 0.46304655, 0.44749758, 0.4511468 ,\n",
       "        0.45223721, 0.45523542, 0.42067255, 0.4401351 , 0.48405163,\n",
       "        0.48327267, 0.46417806, 0.4727732 , 0.503903  , 0.53587324,\n",
       "        0.52791447, 0.54638758, 0.56492563, 0.55899312, 0.6809508 ,\n",
       "        0.68487997, 0.65853352, 0.70691649, 0.6989576 , 0.69237692,\n",
       "        0.71898619, 0.70673553, 0.73074086, 0.77790439, 0.76794093,\n",
       "        0.83662722, 0.8403533 , 0.86398116, 0.80779228, 0.71839427,\n",
       "        0.7330238 , 0.69817632, 0.69033357, 0.68780519, 0.67124629]),\n",
       " array([0.40347325, 0.44916311, 0.45999027, 0.44656672, 0.48070331,\n",
       "        0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054,\n",
       "        0.42660313, 0.46304655, 0.44749758, 0.4511468 , 0.45223721,\n",
       "        0.45523542, 0.42067255, 0.4401351 , 0.48405163, 0.48327267,\n",
       "        0.46417806, 0.4727732 , 0.503903  , 0.53587324, 0.52791447,\n",
       "        0.54638758, 0.56492563, 0.55899312, 0.6809508 , 0.68487997,\n",
       "        0.65853352, 0.70691649, 0.6989576 , 0.69237692, 0.71898619,\n",
       "        0.70673553, 0.73074086, 0.77790439, 0.76794093, 0.83662722,\n",
       "        0.8403533 , 0.86398116, 0.80779228, 0.71839427, 0.7330238 ,\n",
       "        0.69817632, 0.69033357, 0.68780519, 0.67124629, 0.74212197]),\n",
       " array([0.44916311, 0.45999027, 0.44656672, 0.48070331, 0.52753438,\n",
       "        0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313,\n",
       "        0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542,\n",
       "        0.42067255, 0.4401351 , 0.48405163, 0.48327267, 0.46417806,\n",
       "        0.4727732 , 0.503903  , 0.53587324, 0.52791447, 0.54638758,\n",
       "        0.56492563, 0.55899312, 0.6809508 , 0.68487997, 0.65853352,\n",
       "        0.70691649, 0.6989576 , 0.69237692, 0.71898619, 0.70673553,\n",
       "        0.73074086, 0.77790439, 0.76794093, 0.83662722, 0.8403533 ,\n",
       "        0.86398116, 0.80779228, 0.71839427, 0.7330238 , 0.69817632,\n",
       "        0.69033357, 0.68780519, 0.67124629, 0.74212197, 0.7209092 ]),\n",
       " array([0.45999027, 0.44656672, 0.48070331, 0.52753438, 0.57253628,\n",
       "        0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655,\n",
       "        0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255,\n",
       "        0.4401351 , 0.48405163, 0.48327267, 0.46417806, 0.4727732 ,\n",
       "        0.503903  , 0.53587324, 0.52791447, 0.54638758, 0.56492563,\n",
       "        0.55899312, 0.6809508 , 0.68487997, 0.65853352, 0.70691649,\n",
       "        0.6989576 , 0.69237692, 0.71898619, 0.70673553, 0.73074086,\n",
       "        0.77790439, 0.76794093, 0.83662722, 0.8403533 , 0.86398116,\n",
       "        0.80779228, 0.71839427, 0.7330238 , 0.69817632, 0.69033357,\n",
       "        0.68780519, 0.67124629, 0.74212197, 0.7209092 , 0.75364794]),\n",
       " array([0.44656672, 0.48070331, 0.52753438, 0.57253628, 0.59571332,\n",
       "        0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758,\n",
       "        0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ,\n",
       "        0.48405163, 0.48327267, 0.46417806, 0.4727732 , 0.503903  ,\n",
       "        0.53587324, 0.52791447, 0.54638758, 0.56492563, 0.55899312,\n",
       "        0.6809508 , 0.68487997, 0.65853352, 0.70691649, 0.6989576 ,\n",
       "        0.69237692, 0.71898619, 0.70673553, 0.73074086, 0.77790439,\n",
       "        0.76794093, 0.83662722, 0.8403533 , 0.86398116, 0.80779228,\n",
       "        0.71839427, 0.7330238 , 0.69817632, 0.69033357, 0.68780519,\n",
       "        0.67124629, 0.74212197, 0.7209092 , 0.75364794, 0.72234973]),\n",
       " array([0.48070331, 0.52753438, 0.57253628, 0.59571332, 0.58665625,\n",
       "        0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121,\n",
       "        0.50445054, 0.42660313, 0.46304655, 0.44749758, 0.4511468 ,\n",
       "        0.45223721, 0.45523542, 0.42067255, 0.4401351 , 0.48405163,\n",
       "        0.48327267, 0.46417806, 0.4727732 , 0.503903  , 0.53587324,\n",
       "        0.52791447, 0.54638758, 0.56492563, 0.55899312, 0.6809508 ,\n",
       "        0.68487997, 0.65853352, 0.70691649, 0.6989576 , 0.69237692,\n",
       "        0.71898619, 0.70673553, 0.73074086, 0.77790439, 0.76794093,\n",
       "        0.83662722, 0.8403533 , 0.86398116, 0.80779228, 0.71839427,\n",
       "        0.7330238 , 0.69817632, 0.69033357, 0.68780519, 0.67124629,\n",
       "        0.74212197, 0.7209092 , 0.75364794, 0.72234973, 0.72895607]),\n",
       " array([0.52753438, 0.57253628, 0.59571332, 0.58665625, 0.55484053,\n",
       "        0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054,\n",
       "        0.42660313, 0.46304655, 0.44749758, 0.4511468 , 0.45223721,\n",
       "        0.45523542, 0.42067255, 0.4401351 , 0.48405163, 0.48327267,\n",
       "        0.46417806, 0.4727732 , 0.503903  , 0.53587324, 0.52791447,\n",
       "        0.54638758, 0.56492563, 0.55899312, 0.6809508 , 0.68487997,\n",
       "        0.65853352, 0.70691649, 0.6989576 , 0.69237692, 0.71898619,\n",
       "        0.70673553, 0.73074086, 0.77790439, 0.76794093, 0.83662722,\n",
       "        0.8403533 , 0.86398116, 0.80779228, 0.71839427, 0.7330238 ,\n",
       "        0.69817632, 0.69033357, 0.68780519, 0.67124629, 0.74212197,\n",
       "        0.7209092 , 0.75364794, 0.72234973, 0.72895607, 0.72870807]),\n",
       " array([0.57253628, 0.59571332, 0.58665625, 0.55484053, 0.50968623,\n",
       "        0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313,\n",
       "        0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542,\n",
       "        0.42067255, 0.4401351 , 0.48405163, 0.48327267, 0.46417806,\n",
       "        0.4727732 , 0.503903  , 0.53587324, 0.52791447, 0.54638758,\n",
       "        0.56492563, 0.55899312, 0.6809508 , 0.68487997, 0.65853352,\n",
       "        0.70691649, 0.6989576 , 0.69237692, 0.71898619, 0.70673553,\n",
       "        0.73074086, 0.77790439, 0.76794093, 0.83662722, 0.8403533 ,\n",
       "        0.86398116, 0.80779228, 0.71839427, 0.7330238 , 0.69817632,\n",
       "        0.69033357, 0.68780519, 0.67124629, 0.74212197, 0.7209092 ,\n",
       "        0.75364794, 0.72234973, 0.72895607, 0.72870807, 0.76685722]),\n",
       " array([0.59571332, 0.58665625, 0.55484053, 0.50968623, 0.47937982,\n",
       "        0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655,\n",
       "        0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255,\n",
       "        0.4401351 , 0.48405163, 0.48327267, 0.46417806, 0.4727732 ,\n",
       "        0.503903  , 0.53587324, 0.52791447, 0.54638758, 0.56492563,\n",
       "        0.55899312, 0.6809508 , 0.68487997, 0.65853352, 0.70691649,\n",
       "        0.6989576 , 0.69237692, 0.71898619, 0.70673553, 0.73074086,\n",
       "        0.77790439, 0.76794093, 0.83662722, 0.8403533 , 0.86398116,\n",
       "        0.80779228, 0.71839427, 0.7330238 , 0.69817632, 0.69033357,\n",
       "        0.68780519, 0.67124629, 0.74212197, 0.7209092 , 0.75364794,\n",
       "        0.72234973, 0.72895607, 0.72870807, 0.76685722, 0.78588394]),\n",
       " array([0.58665625, 0.55484053, 0.50968623, 0.47937982, 0.5359388 ,\n",
       "        0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758,\n",
       "        0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ,\n",
       "        0.48405163, 0.48327267, 0.46417806, 0.4727732 , 0.503903  ,\n",
       "        0.53587324, 0.52791447, 0.54638758, 0.56492563, 0.55899312,\n",
       "        0.6809508 , 0.68487997, 0.65853352, 0.70691649, 0.6989576 ,\n",
       "        0.69237692, 0.71898619, 0.70673553, 0.73074086, 0.77790439,\n",
       "        0.76794093, 0.83662722, 0.8403533 , 0.86398116, 0.80779228,\n",
       "        0.71839427, 0.7330238 , 0.69817632, 0.69033357, 0.68780519,\n",
       "        0.67124629, 0.74212197, 0.7209092 , 0.75364794, 0.72234973,\n",
       "        0.72895607, 0.72870807, 0.76685722, 0.78588394, 0.82189687]),\n",
       " array([0.55484053, 0.50968623, 0.47937982, 0.5359388 , 0.56631416,\n",
       "        0.52771029, 0.51670432, 0.51040825, 0.52469874, 0.51541121,\n",
       "        0.50445054, 0.42660313, 0.46304655, 0.44749758, 0.4511468 ,\n",
       "        0.45223721, 0.45523542, 0.42067255, 0.4401351 , 0.48405163,\n",
       "        0.48327267, 0.46417806, 0.4727732 , 0.503903  , 0.53587324,\n",
       "        0.52791447, 0.54638758, 0.56492563, 0.55899312, 0.6809508 ,\n",
       "        0.68487997, 0.65853352, 0.70691649, 0.6989576 , 0.69237692,\n",
       "        0.71898619, 0.70673553, 0.73074086, 0.77790439, 0.76794093,\n",
       "        0.83662722, 0.8403533 , 0.86398116, 0.80779228, 0.71839427,\n",
       "        0.7330238 , 0.69817632, 0.69033357, 0.68780519, 0.67124629,\n",
       "        0.74212197, 0.7209092 , 0.75364794, 0.72234973, 0.72895607,\n",
       "        0.72870807, 0.76685722, 0.78588394, 0.82189687, 0.84057939]),\n",
       " array([0.50968623, 0.47937982, 0.5359388 , 0.56631416, 0.52771029,\n",
       "        0.51670432, 0.51040825, 0.52469874, 0.51541121, 0.50445054,\n",
       "        0.42660313, 0.46304655, 0.44749758, 0.4511468 , 0.45223721,\n",
       "        0.45523542, 0.42067255, 0.4401351 , 0.48405163, 0.48327267,\n",
       "        0.46417806, 0.4727732 , 0.503903  , 0.53587324, 0.52791447,\n",
       "        0.54638758, 0.56492563, 0.55899312, 0.6809508 , 0.68487997,\n",
       "        0.65853352, 0.70691649, 0.6989576 , 0.69237692, 0.71898619,\n",
       "        0.70673553, 0.73074086, 0.77790439, 0.76794093, 0.83662722,\n",
       "        0.8403533 , 0.86398116, 0.80779228, 0.71839427, 0.7330238 ,\n",
       "        0.69817632, 0.69033357, 0.68780519, 0.67124629, 0.74212197,\n",
       "        0.7209092 , 0.75364794, 0.72234973, 0.72895607, 0.72870807,\n",
       "        0.76685722, 0.78588394, 0.82189687, 0.84057939, 0.86935927]),\n",
       " array([0.47937982, 0.5359388 , 0.56631416, 0.52771029, 0.51670432,\n",
       "        0.51040825, 0.52469874, 0.51541121, 0.50445054, 0.42660313,\n",
       "        0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542,\n",
       "        0.42067255, 0.4401351 , 0.48405163, 0.48327267, 0.46417806,\n",
       "        0.4727732 , 0.503903  , 0.53587324, 0.52791447, 0.54638758,\n",
       "        0.56492563, 0.55899312, 0.6809508 , 0.68487997, 0.65853352,\n",
       "        0.70691649, 0.6989576 , 0.69237692, 0.71898619, 0.70673553,\n",
       "        0.73074086, 0.77790439, 0.76794093, 0.83662722, 0.8403533 ,\n",
       "        0.86398116, 0.80779228, 0.71839427, 0.7330238 , 0.69817632,\n",
       "        0.69033357, 0.68780519, 0.67124629, 0.74212197, 0.7209092 ,\n",
       "        0.75364794, 0.72234973, 0.72895607, 0.72870807, 0.76685722,\n",
       "        0.78588394, 0.82189687, 0.84057939, 0.86935927, 0.8622084 ]),\n",
       " array([0.5359388 , 0.56631416, 0.52771029, 0.51670432, 0.51040825,\n",
       "        0.52469874, 0.51541121, 0.50445054, 0.42660313, 0.46304655,\n",
       "        0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255,\n",
       "        0.4401351 , 0.48405163, 0.48327267, 0.46417806, 0.4727732 ,\n",
       "        0.503903  , 0.53587324, 0.52791447, 0.54638758, 0.56492563,\n",
       "        0.55899312, 0.6809508 , 0.68487997, 0.65853352, 0.70691649,\n",
       "        0.6989576 , 0.69237692, 0.71898619, 0.70673553, 0.73074086,\n",
       "        0.77790439, 0.76794093, 0.83662722, 0.8403533 , 0.86398116,\n",
       "        0.80779228, 0.71839427, 0.7330238 , 0.69817632, 0.69033357,\n",
       "        0.68780519, 0.67124629, 0.74212197, 0.7209092 , 0.75364794,\n",
       "        0.72234973, 0.72895607, 0.72870807, 0.76685722, 0.78588394,\n",
       "        0.82189687, 0.84057939, 0.86935927, 0.8622084 , 0.92675623]),\n",
       " array([0.56631416, 0.52771029, 0.51670432, 0.51040825, 0.52469874,\n",
       "        0.51541121, 0.50445054, 0.42660313, 0.46304655, 0.44749758,\n",
       "        0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ,\n",
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       "        0.83648685, 0.85126981, 0.88601177, 0.87065368, 0.8756781 ]),\n",
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       "        0.85126981, 0.88601177, 0.87065368, 0.8756781 , 0.87513522]),\n",
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       "        0.8622084 , 0.92675623, 0.8947403 , 0.83648685, 0.85126981,\n",
       "        0.88601177, 0.87065368, 0.8756781 , 0.87513522, 0.86175163]),\n",
       " array([0.46304655, 0.44749758, 0.4511468 , 0.45223721, 0.45523542,\n",
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       "        0.4727732 , 0.503903  , 0.53587324, 0.52791447, 0.54638758,\n",
       "        0.56492563, 0.55899312, 0.6809508 , 0.68487997, 0.65853352,\n",
       "        0.70691649, 0.6989576 , 0.69237692, 0.71898619, 0.70673553,\n",
       "        0.73074086, 0.77790439, 0.76794093, 0.83662722, 0.8403533 ,\n",
       "        0.86398116, 0.80779228, 0.71839427, 0.7330238 , 0.69817632,\n",
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       "        0.75364794, 0.72234973, 0.72895607, 0.72870807, 0.76685722,\n",
       "        0.78588394, 0.82189687, 0.84057939, 0.86935927, 0.8622084 ,\n",
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       "        0.87065368, 0.8756781 , 0.87513522, 0.86175163, 0.81212862]),\n",
       " array([0.44749758, 0.4511468 , 0.45223721, 0.45523542, 0.42067255,\n",
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       "        0.8756781 , 0.87513522, 0.86175163, 0.81212862, 0.8184562 ]),\n",
       " array([0.4511468 , 0.45223721, 0.45523542, 0.42067255, 0.4401351 ,\n",
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       "        0.53587324, 0.52791447, 0.54638758, 0.56492563, 0.55899312,\n",
       "        0.6809508 , 0.68487997, 0.65853352, 0.70691649, 0.6989576 ,\n",
       "        0.69237692, 0.71898619, 0.70673553, 0.73074086, 0.77790439,\n",
       "        0.76794093, 0.83662722, 0.8403533 , 0.86398116, 0.80779228,\n",
       "        0.71839427, 0.7330238 , 0.69817632, 0.69033357, 0.68780519,\n",
       "        0.67124629, 0.74212197, 0.7209092 , 0.75364794, 0.72234973,\n",
       "        0.72895607, 0.72870807, 0.76685722, 0.78588394, 0.82189687,\n",
       "        0.84057939, 0.86935927, 0.8622084 , 0.92675623, 0.8947403 ,\n",
       "        0.83648685, 0.85126981, 0.88601177, 0.87065368, 0.8756781 ,\n",
       "        0.87513522, 0.86175163, 0.81212862, 0.8184562 , 0.78646525]),\n",
       " array([0.45223721, 0.45523542, 0.42067255, 0.4401351 , 0.48405163,\n",
       "        0.48327267, 0.46417806, 0.4727732 , 0.503903  , 0.53587324,\n",
       "        0.52791447, 0.54638758, 0.56492563, 0.55899312, 0.6809508 ,\n",
       "        0.68487997, 0.65853352, 0.70691649, 0.6989576 , 0.69237692,\n",
       "        0.71898619, 0.70673553, 0.73074086, 0.77790439, 0.76794093,\n",
       "        0.83662722, 0.8403533 , 0.86398116, 0.80779228, 0.71839427,\n",
       "        0.7330238 , 0.69817632, 0.69033357, 0.68780519, 0.67124629,\n",
       "        0.74212197, 0.7209092 , 0.75364794, 0.72234973, 0.72895607,\n",
       "        0.72870807, 0.76685722, 0.78588394, 0.82189687, 0.84057939,\n",
       "        0.86935927, 0.8622084 , 0.92675623, 0.8947403 , 0.83648685,\n",
       "        0.85126981, 0.88601177, 0.87065368, 0.8756781 , 0.87513522,\n",
       "        0.86175163, 0.81212862, 0.8184562 , 0.78646525, 0.76842949])]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 0.8229576575431476]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train,y_train=np.array(x_train),np.array(y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train=np.reshape(x_train,(x_train.shape[0],x_train.shape[1],1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(492, 60, 1)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import keras\n",
    "from keras.preprocessing import image\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Conv2D, MaxPool2D, Flatten,Dense,Dropout,BatchNormalization,LSTM\n",
    "from keras import regularizers\n",
    "from tensorflow.keras.optimizers import Adam,RMSprop,SGD,Adamax\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "model=Sequential()\n",
    "# model.add(LSTM(100,return_sequences=True,input_shape=(x_train.shape[1],1)))\n",
    "# model.add(LSTM(150,return_sequences=True,input_shape=(x_train.shape[1],1)))\n",
    "# model.add(LSTM(75,return_sequences=True))\n",
    "model.add(LSTM(50,return_sequences=True,input_shape=(x_train.shape[1],1)))\n",
    "# model.add(Dropout(0.2))\n",
    "# model.add(LSTM(units=50, return_sequences=True))\n",
    "# model.add(Dropout(0.2))\n",
    "\n",
    "# model.add(LSTM(units=50, return_sequences=True))\n",
    "# model.add(Dropout(0.2))\n",
    "\n",
    "model.add(LSTM(units=50))\n",
    "# model.add(Dropout(0.2))\n",
    "# model.add(LSTM(50,return_sequences=False))\n",
    "model.add(Dense(50))\n",
    "# model.add(drop)\n",
    "# model.add(Dense(25))\n",
    "model.add(Dense(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(optimizer=\"adam\",loss=\"mean_squared_error\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "8/8 [==============================] - 6s 76ms/step - loss: 0.0638\n",
      "Epoch 2/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 0.0152\n",
      "Epoch 3/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 0.0041\n",
      "Epoch 4/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 0.0037\n",
      "Epoch 5/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 0.0021\n",
      "Epoch 6/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 0.0017\n",
      "Epoch 7/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 0.0013\n",
      "Epoch 8/100\n",
      "8/8 [==============================] - 1s 79ms/step - loss: 0.0012\n",
      "Epoch 9/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 0.0013\n",
      "Epoch 10/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 0.0012\n",
      "Epoch 11/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 0.0012\n",
      "Epoch 12/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 9.9022e-04\n",
      "Epoch 13/100\n",
      "8/8 [==============================] - 1s 83ms/step - loss: 0.0011\n",
      "Epoch 14/100\n",
      "8/8 [==============================] - 1s 85ms/step - loss: 9.8440e-04\n",
      "Epoch 15/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 8.9757e-04\n",
      "Epoch 16/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 8.8534e-04\n",
      "Epoch 17/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 9.4533e-04\n",
      "Epoch 18/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 8.6205e-04\n",
      "Epoch 19/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 7.8663e-04\n",
      "Epoch 20/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 7.5640e-04\n",
      "Epoch 21/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 8.9497e-04\n",
      "Epoch 22/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 7.8115e-04\n",
      "Epoch 23/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 6.9120e-04\n",
      "Epoch 24/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 7.6300e-04\n",
      "Epoch 25/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 7.4610e-04\n",
      "Epoch 26/100\n",
      "8/8 [==============================] - 1s 71ms/step - loss: 6.9707e-04\n",
      "Epoch 27/100\n",
      "8/8 [==============================] - 1s 70ms/step - loss: 9.4191e-04\n",
      "Epoch 28/100\n",
      "8/8 [==============================] - 1s 80ms/step - loss: 8.7425e-04\n",
      "Epoch 29/100\n",
      "8/8 [==============================] - 1s 79ms/step - loss: 8.1645e-04\n",
      "Epoch 30/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 7.6945e-04\n",
      "Epoch 31/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 7.2806e-04\n",
      "Epoch 32/100\n",
      "8/8 [==============================] - 1s 72ms/step - loss: 7.0391e-04\n",
      "Epoch 33/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 6.3575e-04\n",
      "Epoch 34/100\n",
      "8/8 [==============================] - 1s 72ms/step - loss: 6.0212e-04\n",
      "Epoch 35/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 7.1689e-04\n",
      "Epoch 36/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 7.2673e-04\n",
      "Epoch 37/100\n",
      "8/8 [==============================] - 1s 73ms/step - loss: 6.1547e-04\n",
      "Epoch 38/100\n",
      "8/8 [==============================] - 1s 73ms/step - loss: 4.8249e-04\n",
      "Epoch 39/100\n",
      "8/8 [==============================] - 1s 72ms/step - loss: 5.7956e-04\n",
      "Epoch 40/100\n",
      "8/8 [==============================] - 1s 73ms/step - loss: 5.2137e-04\n",
      "Epoch 41/100\n",
      "8/8 [==============================] - 1s 73ms/step - loss: 5.6702e-04\n",
      "Epoch 42/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 6.5040e-04\n",
      "Epoch 43/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 5.5855e-04\n",
      "Epoch 44/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 4.8048e-04\n",
      "Epoch 45/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 5.3591e-04\n",
      "Epoch 46/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 4.7071e-04\n",
      "Epoch 47/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 5.4414e-04\n",
      "Epoch 48/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 4.5296e-04\n",
      "Epoch 49/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 4.8621e-04\n",
      "Epoch 50/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 5.5602e-04\n",
      "Epoch 51/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 3.9375e-04\n",
      "Epoch 52/100\n",
      "8/8 [==============================] - 1s 79ms/step - loss: 4.3152e-04\n",
      "Epoch 53/100\n",
      "8/8 [==============================] - 1s 92ms/step - loss: 5.1768e-04\n",
      "Epoch 54/100\n",
      "8/8 [==============================] - 1s 79ms/step - loss: 3.6801e-04\n",
      "Epoch 55/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 4.2909e-04\n",
      "Epoch 56/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 4.4550e-04\n",
      "Epoch 57/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 5.4722e-04\n",
      "Epoch 58/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 4.3266e-04\n",
      "Epoch 59/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 4.3393e-04\n",
      "Epoch 60/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 4.8130e-04\n",
      "Epoch 61/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 5.1440e-04\n",
      "Epoch 62/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 5.6252e-04\n",
      "Epoch 63/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 4.2318e-04\n",
      "Epoch 64/100\n",
      "8/8 [==============================] - 1s 74ms/step - loss: 5.2348e-04\n",
      "Epoch 65/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 3.7643e-04\n",
      "Epoch 66/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 4.5431e-04\n",
      "Epoch 67/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 4.1251e-04\n",
      "Epoch 68/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 4.1374e-04\n",
      "Epoch 69/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 3.9687e-04\n",
      "Epoch 70/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 3.9791e-04\n",
      "Epoch 71/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 5.7255e-04\n",
      "Epoch 72/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 6.3728e-04\n",
      "Epoch 73/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 5.3227e-04\n",
      "Epoch 74/100\n",
      "8/8 [==============================] - 1s 84ms/step - loss: 4.5826e-04\n",
      "Epoch 75/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 4.9005e-04\n",
      "Epoch 76/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 3.7660e-04\n",
      "Epoch 77/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 4.4871e-04\n",
      "Epoch 78/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 3.9487e-04\n",
      "Epoch 79/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 4.3610e-04\n",
      "Epoch 80/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 4.7335e-04\n",
      "Epoch 81/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 4.6415e-04\n",
      "Epoch 82/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 5.0955e-04\n",
      "Epoch 83/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 5.1422e-04\n",
      "Epoch 84/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 4.6387e-04\n",
      "Epoch 85/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 5.6940e-04\n",
      "Epoch 86/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 4.2247e-04\n",
      "Epoch 87/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 4.8366e-04\n",
      "Epoch 88/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 4.9983e-04\n",
      "Epoch 89/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 4.1809e-04\n",
      "Epoch 90/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 3.8411e-04\n",
      "Epoch 91/100\n",
      "8/8 [==============================] - 1s 76ms/step - loss: 3.7215e-04\n",
      "Epoch 92/100\n",
      "8/8 [==============================] - 1s 81ms/step - loss: 3.4869e-04\n",
      "Epoch 93/100\n",
      "8/8 [==============================] - 1s 80ms/step - loss: 4.0484e-04\n",
      "Epoch 94/100\n",
      "8/8 [==============================] - 1s 75ms/step - loss: 4.0639e-04\n",
      "Epoch 95/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 4.0222e-04\n",
      "Epoch 96/100\n",
      "8/8 [==============================] - 1s 78ms/step - loss: 4.2128e-04\n",
      "Epoch 97/100\n",
      "8/8 [==============================] - 1s 80ms/step - loss: 3.7270e-04\n",
      "Epoch 98/100\n",
      "8/8 [==============================] - 1s 77ms/step - loss: 4.0812e-04\n",
      "Epoch 99/100\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8/8 [==============================] - 1s 76ms/step - loss: 4.0260e-04\n",
      "Epoch 100/100\n",
      "8/8 [==============================] - 1s 80ms/step - loss: 4.1828e-04\n"
     ]
    }
   ],
   "source": [
    "history=model.fit(x_train,y_train,batch_size=64,epochs=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_data=scaled_data[train_len-interval:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test=[]\n",
    "y_test=data[train_len:,:]\n",
    "for i in range(interval,len(test_data)):\n",
    "    x_test.append(test_data[i-interval:i,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "       [3621502.  ]])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        0.76842949, 0.82295766, 0.83671248, 0.83633869, 0.86980258,\n",
       "        0.89849471, 0.89527898, 0.8993449 , 0.90534041, 0.87567821]),\n",
       " array([0.52791447, 0.54638758, 0.56492563, 0.55899312, 0.6809508 ,\n",
       "        0.68487997, 0.65853352, 0.70691649, 0.6989576 , 0.69237692,\n",
       "        0.71898619, 0.70673553, 0.73074086, 0.77790439, 0.76794093,\n",
       "        0.83662722, 0.8403533 , 0.86398116, 0.80779228, 0.71839427,\n",
       "        0.7330238 , 0.69817632, 0.69033357, 0.68780519, 0.67124629,\n",
       "        0.74212197, 0.7209092 , 0.75364794, 0.72234973, 0.72895607,\n",
       "        0.72870807, 0.76685722, 0.78588394, 0.82189687, 0.84057939,\n",
       "        0.86935927, 0.8622084 , 0.92675623, 0.8947403 , 0.83648685,\n",
       "        0.85126981, 0.88601177, 0.87065368, 0.8756781 , 0.87513522,\n",
       "        0.86175163, 0.81212862, 0.8184562 , 0.78646525, 0.76842949,\n",
       "        0.82295766, 0.83671248, 0.83633869, 0.86980258, 0.89849471,\n",
       "        0.89527898, 0.8993449 , 0.90534041, 0.87567821, 0.89491661]),\n",
       " array([0.54638758, 0.56492563, 0.55899312, 0.6809508 , 0.68487997,\n",
       "        0.65853352, 0.70691649, 0.6989576 , 0.69237692, 0.71898619,\n",
       "        0.70673553, 0.73074086, 0.77790439, 0.76794093, 0.83662722,\n",
       "        0.8403533 , 0.86398116, 0.80779228, 0.71839427, 0.7330238 ,\n",
       "        0.69817632, 0.69033357, 0.68780519, 0.67124629, 0.74212197,\n",
       "        0.7209092 , 0.75364794, 0.72234973, 0.72895607, 0.72870807,\n",
       "        0.76685722, 0.78588394, 0.82189687, 0.84057939, 0.86935927,\n",
       "        0.8622084 , 0.92675623, 0.8947403 , 0.83648685, 0.85126981,\n",
       "        0.88601177, 0.87065368, 0.8756781 , 0.87513522, 0.86175163,\n",
       "        0.81212862, 0.8184562 , 0.78646525, 0.76842949, 0.82295766,\n",
       "        0.83671248, 0.83633869, 0.86980258, 0.89849471, 0.89527898,\n",
       "        0.8993449 , 0.90534041, 0.87567821, 0.89491661, 0.89860925]),\n",
       " array([0.56492563, 0.55899312, 0.6809508 , 0.68487997, 0.65853352,\n",
       "        0.70691649, 0.6989576 , 0.69237692, 0.71898619, 0.70673553,\n",
       "        0.73074086, 0.77790439, 0.76794093, 0.83662722, 0.8403533 ,\n",
       "        0.86398116, 0.80779228, 0.71839427, 0.7330238 , 0.69817632,\n",
       "        0.69033357, 0.68780519, 0.67124629, 0.74212197, 0.7209092 ,\n",
       "        0.75364794, 0.72234973, 0.72895607, 0.72870807, 0.76685722,\n",
       "        0.78588394, 0.82189687, 0.84057939, 0.86935927, 0.8622084 ,\n",
       "        0.92675623, 0.8947403 , 0.83648685, 0.85126981, 0.88601177,\n",
       "        0.87065368, 0.8756781 , 0.87513522, 0.86175163, 0.81212862,\n",
       "        0.8184562 , 0.78646525, 0.76842949, 0.82295766, 0.83671248,\n",
       "        0.83633869, 0.86980258, 0.89849471, 0.89527898, 0.8993449 ,\n",
       "        0.90534041, 0.87567821, 0.89491661, 0.89860925, 0.88686821]),\n",
       " array([0.55899312, 0.6809508 , 0.68487997, 0.65853352, 0.70691649,\n",
       "        0.6989576 , 0.69237692, 0.71898619, 0.70673553, 0.73074086,\n",
       "        0.77790439, 0.76794093, 0.83662722, 0.8403533 , 0.86398116,\n",
       "        0.80779228, 0.71839427, 0.7330238 , 0.69817632, 0.69033357,\n",
       "        0.68780519, 0.67124629, 0.74212197, 0.7209092 , 0.75364794,\n",
       "        0.72234973, 0.72895607, 0.72870807, 0.76685722, 0.78588394,\n",
       "        0.82189687, 0.84057939, 0.86935927, 0.8622084 , 0.92675623,\n",
       "        0.8947403 , 0.83648685, 0.85126981, 0.88601177, 0.87065368,\n",
       "        0.8756781 , 0.87513522, 0.86175163, 0.81212862, 0.8184562 ,\n",
       "        0.78646525, 0.76842949, 0.82295766, 0.83671248, 0.83633869,\n",
       "        0.86980258, 0.89849471, 0.89527898, 0.8993449 , 0.90534041,\n",
       "        0.87567821, 0.89491661, 0.89860925, 0.88686821, 0.86282303]),\n",
       " array([0.6809508 , 0.68487997, 0.65853352, 0.70691649, 0.6989576 ,\n",
       "        0.69237692, 0.71898619, 0.70673553, 0.73074086, 0.77790439,\n",
       "        0.76794093, 0.83662722, 0.8403533 , 0.86398116, 0.80779228,\n",
       "        0.71839427, 0.7330238 , 0.69817632, 0.69033357, 0.68780519,\n",
       "        0.67124629, 0.74212197, 0.7209092 , 0.75364794, 0.72234973,\n",
       "        0.72895607, 0.72870807, 0.76685722, 0.78588394, 0.82189687,\n",
       "        0.84057939, 0.86935927, 0.8622084 , 0.92675623, 0.8947403 ,\n",
       "        0.83648685, 0.85126981, 0.88601177, 0.87065368, 0.8756781 ,\n",
       "        0.87513522, 0.86175163, 0.81212862, 0.8184562 , 0.78646525,\n",
       "        0.76842949, 0.82295766, 0.83671248, 0.83633869, 0.86980258,\n",
       "        0.89849471, 0.89527898, 0.8993449 , 0.90534041, 0.87567821,\n",
       "        0.89491661, 0.89860925, 0.88686821, 0.86282303, 0.90314971]),\n",
       " array([0.68487997, 0.65853352, 0.70691649, 0.6989576 , 0.69237692,\n",
       "        0.71898619, 0.70673553, 0.73074086, 0.77790439, 0.76794093,\n",
       "        0.83662722, 0.8403533 , 0.86398116, 0.80779228, 0.71839427,\n",
       "        0.7330238 , 0.69817632, 0.69033357, 0.68780519, 0.67124629,\n",
       "        0.74212197, 0.7209092 , 0.75364794, 0.72234973, 0.72895607,\n",
       "        0.72870807, 0.76685722, 0.78588394, 0.82189687, 0.84057939,\n",
       "        0.86935927, 0.8622084 , 0.92675623, 0.8947403 , 0.83648685,\n",
       "        0.85126981, 0.88601177, 0.87065368, 0.8756781 , 0.87513522,\n",
       "        0.86175163, 0.81212862, 0.8184562 , 0.78646525, 0.76842949,\n",
       "        0.82295766, 0.83671248, 0.83633869, 0.86980258, 0.89849471,\n",
       "        0.89527898, 0.8993449 , 0.90534041, 0.87567821, 0.89491661,\n",
       "        0.89860925, 0.88686821, 0.86282303, 0.90314971, 0.90425942]),\n",
       " array([0.65853352, 0.70691649, 0.6989576 , 0.69237692, 0.71898619,\n",
       "        0.70673553, 0.73074086, 0.77790439, 0.76794093, 0.83662722,\n",
       "        0.8403533 , 0.86398116, 0.80779228, 0.71839427, 0.7330238 ,\n",
       "        0.69817632, 0.69033357, 0.68780519, 0.67124629, 0.74212197,\n",
       "        0.7209092 , 0.75364794, 0.72234973, 0.72895607, 0.72870807,\n",
       "        0.76685722, 0.78588394, 0.82189687, 0.84057939, 0.86935927,\n",
       "        0.8622084 , 0.92675623, 0.8947403 , 0.83648685, 0.85126981,\n",
       "        0.88601177, 0.87065368, 0.8756781 , 0.87513522, 0.86175163,\n",
       "        0.81212862, 0.8184562 , 0.78646525, 0.76842949, 0.82295766,\n",
       "        0.83671248, 0.83633869, 0.86980258, 0.89849471, 0.89527898,\n",
       "        0.8993449 , 0.90534041, 0.87567821, 0.89491661, 0.89860925,\n",
       "        0.88686821, 0.86282303, 0.90314971, 0.90425942, 0.93052902]),\n",
       " array([0.70691649, 0.6989576 , 0.69237692, 0.71898619, 0.70673553,\n",
       "        0.73074086, 0.77790439, 0.76794093, 0.83662722, 0.8403533 ,\n",
       "        0.86398116, 0.80779228, 0.71839427, 0.7330238 , 0.69817632,\n",
       "        0.69033357, 0.68780519, 0.67124629, 0.74212197, 0.7209092 ,\n",
       "        0.75364794, 0.72234973, 0.72895607, 0.72870807, 0.76685722,\n",
       "        0.78588394, 0.82189687, 0.84057939, 0.86935927, 0.8622084 ,\n",
       "        0.92675623, 0.8947403 , 0.83648685, 0.85126981, 0.88601177,\n",
       "        0.87065368, 0.8756781 , 0.87513522, 0.86175163, 0.81212862,\n",
       "        0.8184562 , 0.78646525, 0.76842949, 0.82295766, 0.83671248,\n",
       "        0.83633869, 0.86980258, 0.89849471, 0.89527898, 0.8993449 ,\n",
       "        0.90534041, 0.87567821, 0.89491661, 0.89860925, 0.88686821,\n",
       "        0.86282303, 0.90314971, 0.90425942, 0.93052902, 0.93751562]),\n",
       " array([0.6989576 , 0.69237692, 0.71898619, 0.70673553, 0.73074086,\n",
       "        0.77790439, 0.76794093, 0.83662722, 0.8403533 , 0.86398116,\n",
       "        0.80779228, 0.71839427, 0.7330238 , 0.69817632, 0.69033357,\n",
       "        0.68780519, 0.67124629, 0.74212197, 0.7209092 , 0.75364794,\n",
       "        0.72234973, 0.72895607, 0.72870807, 0.76685722, 0.78588394,\n",
       "        0.82189687, 0.84057939, 0.86935927, 0.8622084 , 0.92675623,\n",
       "        0.8947403 , 0.83648685, 0.85126981, 0.88601177, 0.87065368,\n",
       "        0.8756781 , 0.87513522, 0.86175163, 0.81212862, 0.8184562 ,\n",
       "        0.78646525, 0.76842949, 0.82295766, 0.83671248, 0.83633869,\n",
       "        0.86980258, 0.89849471, 0.89527898, 0.8993449 , 0.90534041,\n",
       "        0.87567821, 0.89491661, 0.89860925, 0.88686821, 0.86282303,\n",
       "        0.90314971, 0.90425942, 0.93052902, 0.93751562, 0.93578639]),\n",
       " array([0.69237692, 0.71898619, 0.70673553, 0.73074086, 0.77790439,\n",
       "        0.76794093, 0.83662722, 0.8403533 , 0.86398116, 0.80779228,\n",
       "        0.71839427, 0.7330238 , 0.69817632, 0.69033357, 0.68780519,\n",
       "        0.67124629, 0.74212197, 0.7209092 , 0.75364794, 0.72234973,\n",
       "        0.72895607, 0.72870807, 0.76685722, 0.78588394, 0.82189687,\n",
       "        0.84057939, 0.86935927, 0.8622084 , 0.92675623, 0.8947403 ,\n",
       "        0.83648685, 0.85126981, 0.88601177, 0.87065368, 0.8756781 ,\n",
       "        0.87513522, 0.86175163, 0.81212862, 0.8184562 , 0.78646525,\n",
       "        0.76842949, 0.82295766, 0.83671248, 0.83633869, 0.86980258,\n",
       "        0.89849471, 0.89527898, 0.8993449 , 0.90534041, 0.87567821,\n",
       "        0.89491661, 0.89860925, 0.88686821, 0.86282303, 0.90314971,\n",
       "        0.90425942, 0.93052902, 0.93751562, 0.93578639, 1.        ]),\n",
       " array([0.71898619, 0.70673553, 0.73074086, 0.77790439, 0.76794093,\n",
       "        0.83662722, 0.8403533 , 0.86398116, 0.80779228, 0.71839427,\n",
       "        0.7330238 , 0.69817632, 0.69033357, 0.68780519, 0.67124629,\n",
       "        0.74212197, 0.7209092 , 0.75364794, 0.72234973, 0.72895607,\n",
       "        0.72870807, 0.76685722, 0.78588394, 0.82189687, 0.84057939,\n",
       "        0.86935927, 0.8622084 , 0.92675623, 0.8947403 , 0.83648685,\n",
       "        0.85126981, 0.88601177, 0.87065368, 0.8756781 , 0.87513522,\n",
       "        0.86175163, 0.81212862, 0.8184562 , 0.78646525, 0.76842949,\n",
       "        0.82295766, 0.83671248, 0.83633869, 0.86980258, 0.89849471,\n",
       "        0.89527898, 0.8993449 , 0.90534041, 0.87567821, 0.89491661,\n",
       "        0.89860925, 0.88686821, 0.86282303, 0.90314971, 0.90425942,\n",
       "        0.93052902, 0.93751562, 0.93578639, 1.        , 0.9910518 ]),\n",
       " array([0.70673553, 0.73074086, 0.77790439, 0.76794093, 0.83662722,\n",
       "        0.8403533 , 0.86398116, 0.80779228, 0.71839427, 0.7330238 ,\n",
       "        0.69817632, 0.69033357, 0.68780519, 0.67124629, 0.74212197,\n",
       "        0.7209092 , 0.75364794, 0.72234973, 0.72895607, 0.72870807,\n",
       "        0.76685722, 0.78588394, 0.82189687, 0.84057939, 0.86935927,\n",
       "        0.8622084 , 0.92675623, 0.8947403 , 0.83648685, 0.85126981,\n",
       "        0.88601177, 0.87065368, 0.8756781 , 0.87513522, 0.86175163,\n",
       "        0.81212862, 0.8184562 , 0.78646525, 0.76842949, 0.82295766,\n",
       "        0.83671248, 0.83633869, 0.86980258, 0.89849471, 0.89527898,\n",
       "        0.8993449 , 0.90534041, 0.87567821, 0.89491661, 0.89860925,\n",
       "        0.88686821, 0.86282303, 0.90314971, 0.90425942, 0.93052902,\n",
       "        0.93751562, 0.93578639, 1.        , 0.9910518 , 0.99023827]),\n",
       " array([0.73074086, 0.77790439, 0.76794093, 0.83662722, 0.8403533 ,\n",
       "        0.86398116, 0.80779228, 0.71839427, 0.7330238 , 0.69817632,\n",
       "        0.69033357, 0.68780519, 0.67124629, 0.74212197, 0.7209092 ,\n",
       "        0.75364794, 0.72234973, 0.72895607, 0.72870807, 0.76685722,\n",
       "        0.78588394, 0.82189687, 0.84057939, 0.86935927, 0.8622084 ,\n",
       "        0.92675623, 0.8947403 , 0.83648685, 0.85126981, 0.88601177,\n",
       "        0.87065368, 0.8756781 , 0.87513522, 0.86175163, 0.81212862,\n",
       "        0.8184562 , 0.78646525, 0.76842949, 0.82295766, 0.83671248,\n",
       "        0.83633869, 0.86980258, 0.89849471, 0.89527898, 0.8993449 ,\n",
       "        0.90534041, 0.87567821, 0.89491661, 0.89860925, 0.88686821,\n",
       "        0.86282303, 0.90314971, 0.90425942, 0.93052902, 0.93751562,\n",
       "        0.93578639, 1.        , 0.9910518 , 0.99023827, 0.95839865]),\n",
       " array([0.77790439, 0.76794093, 0.83662722, 0.8403533 , 0.86398116,\n",
       "        0.80779228, 0.71839427, 0.7330238 , 0.69817632, 0.69033357,\n",
       "        0.68780519, 0.67124629, 0.74212197, 0.7209092 , 0.75364794,\n",
       "        0.72234973, 0.72895607, 0.72870807, 0.76685722, 0.78588394,\n",
       "        0.82189687, 0.84057939, 0.86935927, 0.8622084 , 0.92675623,\n",
       "        0.8947403 , 0.83648685, 0.85126981, 0.88601177, 0.87065368,\n",
       "        0.8756781 , 0.87513522, 0.86175163, 0.81212862, 0.8184562 ,\n",
       "        0.78646525, 0.76842949, 0.82295766, 0.83671248, 0.83633869,\n",
       "        0.86980258, 0.89849471, 0.89527898, 0.8993449 , 0.90534041,\n",
       "        0.87567821, 0.89491661, 0.89860925, 0.88686821, 0.86282303,\n",
       "        0.90314971, 0.90425942, 0.93052902, 0.93751562, 0.93578639,\n",
       "        1.        , 0.9910518 , 0.99023827, 0.95839865, 0.94321778]),\n",
       " array([0.76794093, 0.83662722, 0.8403533 , 0.86398116, 0.80779228,\n",
       "        0.71839427, 0.7330238 , 0.69817632, 0.69033357, 0.68780519,\n",
       "        0.67124629, 0.74212197, 0.7209092 , 0.75364794, 0.72234973,\n",
       "        0.72895607, 0.72870807, 0.76685722, 0.78588394, 0.82189687,\n",
       "        0.84057939, 0.86935927, 0.8622084 , 0.92675623, 0.8947403 ,\n",
       "        0.83648685, 0.85126981, 0.88601177, 0.87065368, 0.8756781 ,\n",
       "        0.87513522, 0.86175163, 0.81212862, 0.8184562 , 0.78646525,\n",
       "        0.76842949, 0.82295766, 0.83671248, 0.83633869, 0.86980258,\n",
       "        0.89849471, 0.89527898, 0.8993449 , 0.90534041, 0.87567821,\n",
       "        0.89491661, 0.89860925, 0.88686821, 0.86282303, 0.90314971,\n",
       "        0.90425942, 0.93052902, 0.93751562, 0.93578639, 1.        ,\n",
       "        0.9910518 , 0.99023827, 0.95839865, 0.94321778, 0.8677136 ]),\n",
       " array([0.83662722, 0.8403533 , 0.86398116, 0.80779228, 0.71839427,\n",
       "        0.7330238 , 0.69817632, 0.69033357, 0.68780519, 0.67124629,\n",
       "        0.74212197, 0.7209092 , 0.75364794, 0.72234973, 0.72895607,\n",
       "        0.72870807, 0.76685722, 0.78588394, 0.82189687, 0.84057939,\n",
       "        0.86935927, 0.8622084 , 0.92675623, 0.8947403 , 0.83648685,\n",
       "        0.85126981, 0.88601177, 0.87065368, 0.8756781 , 0.87513522,\n",
       "        0.86175163, 0.81212862, 0.8184562 , 0.78646525, 0.76842949,\n",
       "        0.82295766, 0.83671248, 0.83633869, 0.86980258, 0.89849471,\n",
       "        0.89527898, 0.8993449 , 0.90534041, 0.87567821, 0.89491661,\n",
       "        0.89860925, 0.88686821, 0.86282303, 0.90314971, 0.90425942,\n",
       "        0.93052902, 0.93751562, 0.93578639, 1.        , 0.9910518 ,\n",
       "        0.99023827, 0.95839865, 0.94321778, 0.8677136 , 0.86337102]),\n",
       " array([0.8403533 , 0.86398116, 0.80779228, 0.71839427, 0.7330238 ,\n",
       "        0.69817632, 0.69033357, 0.68780519, 0.67124629, 0.74212197,\n",
       "        0.7209092 , 0.75364794, 0.72234973, 0.72895607, 0.72870807,\n",
       "        0.76685722, 0.78588394, 0.82189687, 0.84057939, 0.86935927,\n",
       "        0.8622084 , 0.92675623, 0.8947403 , 0.83648685, 0.85126981,\n",
       "        0.88601177, 0.87065368, 0.8756781 , 0.87513522, 0.86175163,\n",
       "        0.81212862, 0.8184562 , 0.78646525, 0.76842949, 0.82295766,\n",
       "        0.83671248, 0.83633869, 0.86980258, 0.89849471, 0.89527898,\n",
       "        0.8993449 , 0.90534041, 0.87567821, 0.89491661, 0.89860925,\n",
       "        0.88686821, 0.86282303, 0.90314971, 0.90425942, 0.93052902,\n",
       "        0.93751562, 0.93578639, 1.        , 0.9910518 , 0.99023827,\n",
       "        0.95839865, 0.94321778, 0.8677136 , 0.86337102, 0.88342248]),\n",
       " array([0.86398116, 0.80779228, 0.71839427, 0.7330238 , 0.69817632,\n",
       "        0.69033357, 0.68780519, 0.67124629, 0.74212197, 0.7209092 ,\n",
       "        0.75364794, 0.72234973, 0.72895607, 0.72870807, 0.76685722,\n",
       "        0.78588394, 0.82189687, 0.84057939, 0.86935927, 0.8622084 ,\n",
       "        0.92675623, 0.8947403 , 0.83648685, 0.85126981, 0.88601177,\n",
       "        0.87065368, 0.8756781 , 0.87513522, 0.86175163, 0.81212862,\n",
       "        0.8184562 , 0.78646525, 0.76842949, 0.82295766, 0.83671248,\n",
       "        0.83633869, 0.86980258, 0.89849471, 0.89527898, 0.8993449 ,\n",
       "        0.90534041, 0.87567821, 0.89491661, 0.89860925, 0.88686821,\n",
       "        0.86282303, 0.90314971, 0.90425942, 0.93052902, 0.93751562,\n",
       "        0.93578639, 1.        , 0.9910518 , 0.99023827, 0.95839865,\n",
       "        0.94321778, 0.8677136 , 0.86337102, 0.88342248, 0.83921225]),\n",
       " array([0.80779228, 0.71839427, 0.7330238 , 0.69817632, 0.69033357,\n",
       "        0.68780519, 0.67124629, 0.74212197, 0.7209092 , 0.75364794,\n",
       "        0.72234973, 0.72895607, 0.72870807, 0.76685722, 0.78588394,\n",
       "        0.82189687, 0.84057939, 0.86935927, 0.8622084 , 0.92675623,\n",
       "        0.8947403 , 0.83648685, 0.85126981, 0.88601177, 0.87065368,\n",
       "        0.8756781 , 0.87513522, 0.86175163, 0.81212862, 0.8184562 ,\n",
       "        0.78646525, 0.76842949, 0.82295766, 0.83671248, 0.83633869,\n",
       "        0.86980258, 0.89849471, 0.89527898, 0.8993449 , 0.90534041,\n",
       "        0.87567821, 0.89491661, 0.89860925, 0.88686821, 0.86282303,\n",
       "        0.90314971, 0.90425942, 0.93052902, 0.93751562, 0.93578639,\n",
       "        1.        , 0.9910518 , 0.99023827, 0.95839865, 0.94321778,\n",
       "        0.8677136 , 0.86337102, 0.88342248, 0.83921225, 0.79852013]),\n",
       " array([0.71839427, 0.7330238 , 0.69817632, 0.69033357, 0.68780519,\n",
       "        0.67124629, 0.74212197, 0.7209092 , 0.75364794, 0.72234973,\n",
       "        0.72895607, 0.72870807, 0.76685722, 0.78588394, 0.82189687,\n",
       "        0.84057939, 0.86935927, 0.8622084 , 0.92675623, 0.8947403 ,\n",
       "        0.83648685, 0.85126981, 0.88601177, 0.87065368, 0.8756781 ,\n",
       "        0.87513522, 0.86175163, 0.81212862, 0.8184562 , 0.78646525,\n",
       "        0.76842949, 0.82295766, 0.83671248, 0.83633869, 0.86980258,\n",
       "        0.89849471, 0.89527898, 0.8993449 , 0.90534041, 0.87567821,\n",
       "        0.89491661, 0.89860925, 0.88686821, 0.86282303, 0.90314971,\n",
       "        0.90425942, 0.93052902, 0.93751562, 0.93578639, 1.        ,\n",
       "        0.9910518 , 0.99023827, 0.95839865, 0.94321778, 0.8677136 ,\n",
       "        0.86337102, 0.88342248, 0.83921225, 0.79852013, 0.78452697]),\n",
       " array([0.7330238 , 0.69817632, 0.69033357, 0.68780519, 0.67124629,\n",
       "        0.74212197, 0.7209092 , 0.75364794, 0.72234973, 0.72895607,\n",
       "        0.72870807, 0.76685722, 0.78588394, 0.82189687, 0.84057939,\n",
       "        0.86935927, 0.8622084 , 0.92675623, 0.8947403 , 0.83648685,\n",
       "        0.85126981, 0.88601177, 0.87065368, 0.8756781 , 0.87513522,\n",
       "        0.86175163, 0.81212862, 0.8184562 , 0.78646525, 0.76842949,\n",
       "        0.82295766, 0.83671248, 0.83633869, 0.86980258, 0.89849471,\n",
       "        0.89527898, 0.8993449 , 0.90534041, 0.87567821, 0.89491661,\n",
       "        0.89860925, 0.88686821, 0.86282303, 0.90314971, 0.90425942,\n",
       "        0.93052902, 0.93751562, 0.93578639, 1.        , 0.9910518 ,\n",
       "        0.99023827, 0.95839865, 0.94321778, 0.8677136 , 0.86337102,\n",
       "        0.88342248, 0.83921225, 0.79852013, 0.78452697, 0.76681215]),\n",
       " array([0.69817632, 0.69033357, 0.68780519, 0.67124629, 0.74212197,\n",
       "        0.7209092 , 0.75364794, 0.72234973, 0.72895607, 0.72870807,\n",
       "        0.76685722, 0.78588394, 0.82189687, 0.84057939, 0.86935927,\n",
       "        0.8622084 , 0.92675623, 0.8947403 , 0.83648685, 0.85126981,\n",
       "        0.88601177, 0.87065368, 0.8756781 , 0.87513522, 0.86175163,\n",
       "        0.81212862, 0.8184562 , 0.78646525, 0.76842949, 0.82295766,\n",
       "        0.83671248, 0.83633869, 0.86980258, 0.89849471, 0.89527898,\n",
       "        0.8993449 , 0.90534041, 0.87567821, 0.89491661, 0.89860925,\n",
       "        0.88686821, 0.86282303, 0.90314971, 0.90425942, 0.93052902,\n",
       "        0.93751562, 0.93578639, 1.        , 0.9910518 , 0.99023827,\n",
       "        0.95839865, 0.94321778, 0.8677136 , 0.86337102, 0.88342248,\n",
       "        0.83921225, 0.79852013, 0.78452697, 0.76681215, 0.74901008]),\n",
       " array([0.69033357, 0.68780519, 0.67124629, 0.74212197, 0.7209092 ,\n",
       "        0.75364794, 0.72234973, 0.72895607, 0.72870807, 0.76685722,\n",
       "        0.78588394, 0.82189687, 0.84057939, 0.86935927, 0.8622084 ,\n",
       "        0.92675623, 0.8947403 , 0.83648685, 0.85126981, 0.88601177,\n",
       "        0.87065368, 0.8756781 , 0.87513522, 0.86175163, 0.81212862,\n",
       "        0.8184562 , 0.78646525, 0.76842949, 0.82295766, 0.83671248,\n",
       "        0.83633869, 0.86980258, 0.89849471, 0.89527898, 0.8993449 ,\n",
       "        0.90534041, 0.87567821, 0.89491661, 0.89860925, 0.88686821,\n",
       "        0.86282303, 0.90314971, 0.90425942, 0.93052902, 0.93751562,\n",
       "        0.93578639, 1.        , 0.9910518 , 0.99023827, 0.95839865,\n",
       "        0.94321778, 0.8677136 , 0.86337102, 0.88342248, 0.83921225,\n",
       "        0.79852013, 0.78452697, 0.76681215, 0.74901008, 0.83364978]),\n",
       " array([0.68780519, 0.67124629, 0.74212197, 0.7209092 , 0.75364794,\n",
       "        0.72234973, 0.72895607, 0.72870807, 0.76685722, 0.78588394,\n",
       "        0.82189687, 0.84057939, 0.86935927, 0.8622084 , 0.92675623,\n",
       "        0.8947403 , 0.83648685, 0.85126981, 0.88601177, 0.87065368,\n",
       "        0.8756781 , 0.87513522, 0.86175163, 0.81212862, 0.8184562 ,\n",
       "        0.78646525, 0.76842949, 0.82295766, 0.83671248, 0.83633869,\n",
       "        0.86980258, 0.89849471, 0.89527898, 0.8993449 , 0.90534041,\n",
       "        0.87567821, 0.89491661, 0.89860925, 0.88686821, 0.86282303,\n",
       "        0.90314971, 0.90425942, 0.93052902, 0.93751562, 0.93578639,\n",
       "        1.        , 0.9910518 , 0.99023827, 0.95839865, 0.94321778,\n",
       "        0.8677136 , 0.86337102, 0.88342248, 0.83921225, 0.79852013,\n",
       "        0.78452697, 0.76681215, 0.74901008, 0.83364978, 0.84783197]),\n",
       " array([0.67124629, 0.74212197, 0.7209092 , 0.75364794, 0.72234973,\n",
       "        0.72895607, 0.72870807, 0.76685722, 0.78588394, 0.82189687,\n",
       "        0.84057939, 0.86935927, 0.8622084 , 0.92675623, 0.8947403 ,\n",
       "        0.83648685, 0.85126981, 0.88601177, 0.87065368, 0.8756781 ,\n",
       "        0.87513522, 0.86175163, 0.81212862, 0.8184562 , 0.78646525,\n",
       "        0.76842949, 0.82295766, 0.83671248, 0.83633869, 0.86980258,\n",
       "        0.89849471, 0.89527898, 0.8993449 , 0.90534041, 0.87567821,\n",
       "        0.89491661, 0.89860925, 0.88686821, 0.86282303, 0.90314971,\n",
       "        0.90425942, 0.93052902, 0.93751562, 0.93578639, 1.        ,\n",
       "        0.9910518 , 0.99023827, 0.95839865, 0.94321778, 0.8677136 ,\n",
       "        0.86337102, 0.88342248, 0.83921225, 0.79852013, 0.78452697,\n",
       "        0.76681215, 0.74901008, 0.83364978, 0.84783197, 0.84102685]),\n",
       " array([0.74212197, 0.7209092 , 0.75364794, 0.72234973, 0.72895607,\n",
       "        0.72870807, 0.76685722, 0.78588394, 0.82189687, 0.84057939,\n",
       "        0.86935927, 0.8622084 , 0.92675623, 0.8947403 , 0.83648685,\n",
       "        0.85126981, 0.88601177, 0.87065368, 0.8756781 , 0.87513522,\n",
       "        0.86175163, 0.81212862, 0.8184562 , 0.78646525, 0.76842949,\n",
       "        0.82295766, 0.83671248, 0.83633869, 0.86980258, 0.89849471,\n",
       "        0.89527898, 0.8993449 , 0.90534041, 0.87567821, 0.89491661,\n",
       "        0.89860925, 0.88686821, 0.86282303, 0.90314971, 0.90425942,\n",
       "        0.93052902, 0.93751562, 0.93578639, 1.        , 0.9910518 ,\n",
       "        0.99023827, 0.95839865, 0.94321778, 0.8677136 , 0.86337102,\n",
       "        0.88342248, 0.83921225, 0.79852013, 0.78452697, 0.76681215,\n",
       "        0.74901008, 0.83364978, 0.84783197, 0.84102685, 0.81710036]),\n",
       " array([0.7209092 , 0.75364794, 0.72234973, 0.72895607, 0.72870807,\n",
       "        0.76685722, 0.78588394, 0.82189687, 0.84057939, 0.86935927,\n",
       "        0.8622084 , 0.92675623, 0.8947403 , 0.83648685, 0.85126981,\n",
       "        0.88601177, 0.87065368, 0.8756781 , 0.87513522, 0.86175163,\n",
       "        0.81212862, 0.8184562 , 0.78646525, 0.76842949, 0.82295766,\n",
       "        0.83671248, 0.83633869, 0.86980258, 0.89849471, 0.89527898,\n",
       "        0.8993449 , 0.90534041, 0.87567821, 0.89491661, 0.89860925,\n",
       "        0.88686821, 0.86282303, 0.90314971, 0.90425942, 0.93052902,\n",
       "        0.93751562, 0.93578639, 1.        , 0.9910518 , 0.99023827,\n",
       "        0.95839865, 0.94321778, 0.8677136 , 0.86337102, 0.88342248,\n",
       "        0.83921225, 0.79852013, 0.78452697, 0.76681215, 0.74901008,\n",
       "        0.83364978, 0.84783197, 0.84102685, 0.81710036, 0.88754777]),\n",
       " array([0.75364794, 0.72234973, 0.72895607, 0.72870807, 0.76685722,\n",
       "        0.78588394, 0.82189687, 0.84057939, 0.86935927, 0.8622084 ,\n",
       "        0.92675623, 0.8947403 , 0.83648685, 0.85126981, 0.88601177,\n",
       "        0.87065368, 0.8756781 , 0.87513522, 0.86175163, 0.81212862,\n",
       "        0.8184562 , 0.78646525, 0.76842949, 0.82295766, 0.83671248,\n",
       "        0.83633869, 0.86980258, 0.89849471, 0.89527898, 0.8993449 ,\n",
       "        0.90534041, 0.87567821, 0.89491661, 0.89860925, 0.88686821,\n",
       "        0.86282303, 0.90314971, 0.90425942, 0.93052902, 0.93751562,\n",
       "        0.93578639, 1.        , 0.9910518 , 0.99023827, 0.95839865,\n",
       "        0.94321778, 0.8677136 , 0.86337102, 0.88342248, 0.83921225,\n",
       "        0.79852013, 0.78452697, 0.76681215, 0.74901008, 0.83364978,\n",
       "        0.84783197, 0.84102685, 0.81710036, 0.88754777, 0.88885786]),\n",
       " array([0.72234973, 0.72895607, 0.72870807, 0.76685722, 0.78588394,\n",
       "        0.82189687, 0.84057939, 0.86935927, 0.8622084 , 0.92675623,\n",
       "        0.8947403 , 0.83648685, 0.85126981, 0.88601177, 0.87065368,\n",
       "        0.8756781 , 0.87513522, 0.86175163, 0.81212862, 0.8184562 ,\n",
       "        0.78646525, 0.76842949, 0.82295766, 0.83671248, 0.83633869,\n",
       "        0.86980258, 0.89849471, 0.89527898, 0.8993449 , 0.90534041,\n",
       "        0.87567821, 0.89491661, 0.89860925, 0.88686821, 0.86282303,\n",
       "        0.90314971, 0.90425942, 0.93052902, 0.93751562, 0.93578639,\n",
       "        1.        , 0.9910518 , 0.99023827, 0.95839865, 0.94321778,\n",
       "        0.8677136 , 0.86337102, 0.88342248, 0.83921225, 0.79852013,\n",
       "        0.78452697, 0.76681215, 0.74901008, 0.83364978, 0.84783197,\n",
       "        0.84102685, 0.81710036, 0.88754777, 0.88885786, 0.86871489]),\n",
       " array([0.72895607, 0.72870807, 0.76685722, 0.78588394, 0.82189687,\n",
       "        0.84057939, 0.86935927, 0.8622084 , 0.92675623, 0.8947403 ,\n",
       "        0.83648685, 0.85126981, 0.88601177, 0.87065368, 0.8756781 ,\n",
       "        0.87513522, 0.86175163, 0.81212862, 0.8184562 , 0.78646525,\n",
       "        0.76842949, 0.82295766, 0.83671248, 0.83633869, 0.86980258,\n",
       "        0.89849471, 0.89527898, 0.8993449 , 0.90534041, 0.87567821,\n",
       "        0.89491661, 0.89860925, 0.88686821, 0.86282303, 0.90314971,\n",
       "        0.90425942, 0.93052902, 0.93751562, 0.93578639, 1.        ,\n",
       "        0.9910518 , 0.99023827, 0.95839865, 0.94321778, 0.8677136 ,\n",
       "        0.86337102, 0.88342248, 0.83921225, 0.79852013, 0.78452697,\n",
       "        0.76681215, 0.74901008, 0.83364978, 0.84783197, 0.84102685,\n",
       "        0.81710036, 0.88754777, 0.88885786, 0.86871489, 0.8749479 ]),\n",
       " array([0.72870807, 0.76685722, 0.78588394, 0.82189687, 0.84057939,\n",
       "        0.86935927, 0.8622084 , 0.92675623, 0.8947403 , 0.83648685,\n",
       "        0.85126981, 0.88601177, 0.87065368, 0.8756781 , 0.87513522,\n",
       "        0.86175163, 0.81212862, 0.8184562 , 0.78646525, 0.76842949,\n",
       "        0.82295766, 0.83671248, 0.83633869, 0.86980258, 0.89849471,\n",
       "        0.89527898, 0.8993449 , 0.90534041, 0.87567821, 0.89491661,\n",
       "        0.89860925, 0.88686821, 0.86282303, 0.90314971, 0.90425942,\n",
       "        0.93052902, 0.93751562, 0.93578639, 1.        , 0.9910518 ,\n",
       "        0.99023827, 0.95839865, 0.94321778, 0.8677136 , 0.86337102,\n",
       "        0.88342248, 0.83921225, 0.79852013, 0.78452697, 0.76681215,\n",
       "        0.74901008, 0.83364978, 0.84783197, 0.84102685, 0.81710036,\n",
       "        0.88754777, 0.88885786, 0.86871489, 0.8749479 , 0.80941365]),\n",
       " array([0.76685722, 0.78588394, 0.82189687, 0.84057939, 0.86935927,\n",
       "        0.8622084 , 0.92675623, 0.8947403 , 0.83648685, 0.85126981,\n",
       "        0.88601177, 0.87065368, 0.8756781 , 0.87513522, 0.86175163,\n",
       "        0.81212862, 0.8184562 , 0.78646525, 0.76842949, 0.82295766,\n",
       "        0.83671248, 0.83633869, 0.86980258, 0.89849471, 0.89527898,\n",
       "        0.8993449 , 0.90534041, 0.87567821, 0.89491661, 0.89860925,\n",
       "        0.88686821, 0.86282303, 0.90314971, 0.90425942, 0.93052902,\n",
       "        0.93751562, 0.93578639, 1.        , 0.9910518 , 0.99023827,\n",
       "        0.95839865, 0.94321778, 0.8677136 , 0.86337102, 0.88342248,\n",
       "        0.83921225, 0.79852013, 0.78452697, 0.76681215, 0.74901008,\n",
       "        0.83364978, 0.84783197, 0.84102685, 0.81710036, 0.88754777,\n",
       "        0.88885786, 0.86871489, 0.8749479 , 0.80941365, 0.87818997]),\n",
       " array([0.78588394, 0.82189687, 0.84057939, 0.86935927, 0.8622084 ,\n",
       "        0.92675623, 0.8947403 , 0.83648685, 0.85126981, 0.88601177,\n",
       "        0.87065368, 0.8756781 , 0.87513522, 0.86175163, 0.81212862,\n",
       "        0.8184562 , 0.78646525, 0.76842949, 0.82295766, 0.83671248,\n",
       "        0.83633869, 0.86980258, 0.89849471, 0.89527898, 0.8993449 ,\n",
       "        0.90534041, 0.87567821, 0.89491661, 0.89860925, 0.88686821,\n",
       "        0.86282303, 0.90314971, 0.90425942, 0.93052902, 0.93751562,\n",
       "        0.93578639, 1.        , 0.9910518 , 0.99023827, 0.95839865,\n",
       "        0.94321778, 0.8677136 , 0.86337102, 0.88342248, 0.83921225,\n",
       "        0.79852013, 0.78452697, 0.76681215, 0.74901008, 0.83364978,\n",
       "        0.84783197, 0.84102685, 0.81710036, 0.88754777, 0.88885786,\n",
       "        0.86871489, 0.8749479 , 0.80941365, 0.87818997, 0.85862741]),\n",
       " array([0.82189687, 0.84057939, 0.86935927, 0.8622084 , 0.92675623,\n",
       "        0.8947403 , 0.83648685, 0.85126981, 0.88601177, 0.87065368,\n",
       "        0.8756781 , 0.87513522, 0.86175163, 0.81212862, 0.8184562 ,\n",
       "        0.78646525, 0.76842949, 0.82295766, 0.83671248, 0.83633869,\n",
       "        0.86980258, 0.89849471, 0.89527898, 0.8993449 , 0.90534041,\n",
       "        0.87567821, 0.89491661, 0.89860925, 0.88686821, 0.86282303,\n",
       "        0.90314971, 0.90425942, 0.93052902, 0.93751562, 0.93578639,\n",
       "        1.        , 0.9910518 , 0.99023827, 0.95839865, 0.94321778,\n",
       "        0.8677136 , 0.86337102, 0.88342248, 0.83921225, 0.79852013,\n",
       "        0.78452697, 0.76681215, 0.74901008, 0.83364978, 0.84783197,\n",
       "        0.84102685, 0.81710036, 0.88754777, 0.88885786, 0.86871489,\n",
       "        0.8749479 , 0.80941365, 0.87818997, 0.85862741, 0.87043969]),\n",
       " array([0.84057939, 0.86935927, 0.8622084 , 0.92675623, 0.8947403 ,\n",
       "        0.83648685, 0.85126981, 0.88601177, 0.87065368, 0.8756781 ,\n",
       "        0.87513522, 0.86175163, 0.81212862, 0.8184562 , 0.78646525,\n",
       "        0.76842949, 0.82295766, 0.83671248, 0.83633869, 0.86980258,\n",
       "        0.89849471, 0.89527898, 0.8993449 , 0.90534041, 0.87567821,\n",
       "        0.89491661, 0.89860925, 0.88686821, 0.86282303, 0.90314971,\n",
       "        0.90425942, 0.93052902, 0.93751562, 0.93578639, 1.        ,\n",
       "        0.9910518 , 0.99023827, 0.95839865, 0.94321778, 0.8677136 ,\n",
       "        0.86337102, 0.88342248, 0.83921225, 0.79852013, 0.78452697,\n",
       "        0.76681215, 0.74901008, 0.83364978, 0.84783197, 0.84102685,\n",
       "        0.81710036, 0.88754777, 0.88885786, 0.86871489, 0.8749479 ,\n",
       "        0.80941365, 0.87818997, 0.85862741, 0.87043969, 0.89459839]),\n",
       " array([0.86935927, 0.8622084 , 0.92675623, 0.8947403 , 0.83648685,\n",
       "        0.85126981, 0.88601177, 0.87065368, 0.8756781 , 0.87513522,\n",
       "        0.86175163, 0.81212862, 0.8184562 , 0.78646525, 0.76842949,\n",
       "        0.82295766, 0.83671248, 0.83633869, 0.86980258, 0.89849471,\n",
       "        0.89527898, 0.8993449 , 0.90534041, 0.87567821, 0.89491661,\n",
       "        0.89860925, 0.88686821, 0.86282303, 0.90314971, 0.90425942,\n",
       "        0.93052902, 0.93751562, 0.93578639, 1.        , 0.9910518 ,\n",
       "        0.99023827, 0.95839865, 0.94321778, 0.8677136 , 0.86337102,\n",
       "        0.88342248, 0.83921225, 0.79852013, 0.78452697, 0.76681215,\n",
       "        0.74901008, 0.83364978, 0.84783197, 0.84102685, 0.81710036,\n",
       "        0.88754777, 0.88885786, 0.86871489, 0.8749479 , 0.80941365,\n",
       "        0.87818997, 0.85862741, 0.87043969, 0.89459839, 0.88501615]),\n",
       " array([0.8622084 , 0.92675623, 0.8947403 , 0.83648685, 0.85126981,\n",
       "        0.88601177, 0.87065368, 0.8756781 , 0.87513522, 0.86175163,\n",
       "        0.81212862, 0.8184562 , 0.78646525, 0.76842949, 0.82295766,\n",
       "        0.83671248, 0.83633869, 0.86980258, 0.89849471, 0.89527898,\n",
       "        0.8993449 , 0.90534041, 0.87567821, 0.89491661, 0.89860925,\n",
       "        0.88686821, 0.86282303, 0.90314971, 0.90425942, 0.93052902,\n",
       "        0.93751562, 0.93578639, 1.        , 0.9910518 , 0.99023827,\n",
       "        0.95839865, 0.94321778, 0.8677136 , 0.86337102, 0.88342248,\n",
       "        0.83921225, 0.79852013, 0.78452697, 0.76681215, 0.74901008,\n",
       "        0.83364978, 0.84783197, 0.84102685, 0.81710036, 0.88754777,\n",
       "        0.88885786, 0.86871489, 0.8749479 , 0.80941365, 0.87818997,\n",
       "        0.85862741, 0.87043969, 0.89459839, 0.88501615, 0.84819542]),\n",
       " array([0.92675623, 0.8947403 , 0.83648685, 0.85126981, 0.88601177,\n",
       "        0.87065368, 0.8756781 , 0.87513522, 0.86175163, 0.81212862,\n",
       "        0.8184562 , 0.78646525, 0.76842949, 0.82295766, 0.83671248,\n",
       "        0.83633869, 0.86980258, 0.89849471, 0.89527898, 0.8993449 ,\n",
       "        0.90534041, 0.87567821, 0.89491661, 0.89860925, 0.88686821,\n",
       "        0.86282303, 0.90314971, 0.90425942, 0.93052902, 0.93751562,\n",
       "        0.93578639, 1.        , 0.9910518 , 0.99023827, 0.95839865,\n",
       "        0.94321778, 0.8677136 , 0.86337102, 0.88342248, 0.83921225,\n",
       "        0.79852013, 0.78452697, 0.76681215, 0.74901008, 0.83364978,\n",
       "        0.84783197, 0.84102685, 0.81710036, 0.88754777, 0.88885786,\n",
       "        0.86871489, 0.8749479 , 0.80941365, 0.87818997, 0.85862741,\n",
       "        0.87043969, 0.89459839, 0.88501615, 0.84819542, 0.86068523])]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "47"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "47"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test=np.array(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test=np.reshape(x_test,(x_test.shape[0],x_test.shape[1],1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions=model.predict(x_test)\n",
    "predictions=min_max_scalar.inverse_transform(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[3823964.2],\n",
       "       [3888028.2],\n",
       "       [3960930.2],\n",
       "       [4064148.5],\n",
       "       [4187841. ]], dtype=float32)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24150.30319148936"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rmse_error=np.sqrt(np.mean(predictions-y_test)**2)\n",
    "rmse_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "train_data=df[0:train_len]\n",
    "valid_data=df[train_len:]\n",
    "valid_data['predictions']=predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-09-18</th>\n",
       "      <td>725961.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-19</th>\n",
       "      <td>732951.1875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-20</th>\n",
       "      <td>724993.9375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-21</th>\n",
       "      <td>713463.9375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-22</th>\n",
       "      <td>717018.5625</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Close\n",
       "Date                   \n",
       "2019-09-18  725961.0000\n",
       "2019-09-19  732951.1875\n",
       "2019-09-20  724993.9375\n",
       "2019-09-21  713463.9375\n",
       "2019-09-22  717018.5625"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Close</th>\n",
       "      <th>predictions</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-03-27</th>\n",
       "      <td>4055135.00</td>\n",
       "      <td>3823964.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-28</th>\n",
       "      <td>4053488.75</td>\n",
       "      <td>3888028.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-29</th>\n",
       "      <td>4200873.50</td>\n",
       "      <td>3960930.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-30</th>\n",
       "      <td>4327242.00</td>\n",
       "      <td>4064148.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-31</th>\n",
       "      <td>4313079.00</td>\n",
       "      <td>4187841.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Close  predictions\n",
       "Date                               \n",
       "2021-03-27  4055135.00   3823964.25\n",
       "2021-03-28  4053488.75   3888028.25\n",
       "2021-03-29  4200873.50   3960930.25\n",
       "2021-03-30  4327242.00   4064148.50\n",
       "2021-03-31  4313079.00   4187841.00"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valid_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,7))\n",
    "plt.title(\"Model Prediction vs Actual Price\")\n",
    "plt.xlabel(\"Date\",fontsize=18)\n",
    "plt.ylabel(\"Price in INR(in Million)\",fontsize=18)\n",
    "plt.plot(train_data['Close'])\n",
    "plt.plot(valid_data['Close'])\n",
    "plt.plot(valid_data['predictions'])\n",
    "plt.legend(['Train','Actual Price','Model Prediction'],loc='lower right',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,7))\n",
    "plt.title(\"Model Prediction vs Actual Price\")\n",
    "plt.xlabel(\"Date\",fontsize=18)\n",
    "plt.ylabel(\"Price in INR(in Million)\",fontsize=18)\n",
    "# plt.plot(train_data['Close'])\n",
    "plt.plot(valid_data['Close'])\n",
    "plt.plot(valid_data['predictions'])\n",
    "plt.legend(['Actual Price','Model Prediction'],loc='lower right',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
       "      <th>Close</th>\n",
       "      <th>predictions</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-03-27</th>\n",
       "      <td>4055135.00</td>\n",
       "      <td>3823964.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-28</th>\n",
       "      <td>4053488.75</td>\n",
       "      <td>3888028.25</td>\n",
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       "    <tr>\n",
       "      <th>2021-03-29</th>\n",
       "      <td>4200873.50</td>\n",
       "      <td>3960930.25</td>\n",
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       "    <tr>\n",
       "      <th>2021-03-30</th>\n",
       "      <td>4327242.00</td>\n",
       "      <td>4064148.50</td>\n",
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       "    <tr>\n",
       "      <th>2021-03-31</th>\n",
       "      <td>4313079.00</td>\n",
       "      <td>4187841.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-01</th>\n",
       "      <td>4330986.50</td>\n",
       "      <td>4285885.50</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-02</th>\n",
       "      <td>4357392.50</td>\n",
       "      <td>4355111.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-03</th>\n",
       "      <td>4226751.50</td>\n",
       "      <td>4399444.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-04</th>\n",
       "      <td>4311483.00</td>\n",
       "      <td>4383794.50</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-05</th>\n",
       "      <td>4327746.50</td>\n",
       "      <td>4368342.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-06</th>\n",
       "      <td>4276035.50</td>\n",
       "      <td>4352084.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-07</th>\n",
       "      <td>4170133.50</td>\n",
       "      <td>4320616.50</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-08</th>\n",
       "      <td>4347744.00</td>\n",
       "      <td>4261782.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-09</th>\n",
       "      <td>4352631.50</td>\n",
       "      <td>4253018.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-10</th>\n",
       "      <td>4468330.50</td>\n",
       "      <td>4260147.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-11</th>\n",
       "      <td>4499101.50</td>\n",
       "      <td>4301611.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-12</th>\n",
       "      <td>4491485.50</td>\n",
       "      <td>4351408.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-13</th>\n",
       "      <td>4774301.00</td>\n",
       "      <td>4390037.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-14</th>\n",
       "      <td>4734890.50</td>\n",
       "      <td>4488459.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-15</th>\n",
       "      <td>4731307.50</td>\n",
       "      <td>4564929.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-16</th>\n",
       "      <td>4591076.50</td>\n",
       "      <td>4612086.50</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-17</th>\n",
       "      <td>4524215.50</td>\n",
       "      <td>4595859.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-18</th>\n",
       "      <td>4191673.00</td>\n",
       "      <td>4542785.50</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-19</th>\n",
       "      <td>4172547.00</td>\n",
       "      <td>4401485.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-20</th>\n",
       "      <td>4260859.50</td>\n",
       "      <td>4267872.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-21</th>\n",
       "      <td>4066144.75</td>\n",
       "      <td>4193924.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-22</th>\n",
       "      <td>3886924.75</td>\n",
       "      <td>4112464.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-23</th>\n",
       "      <td>3825294.75</td>\n",
       "      <td>4016790.00</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-24</th>\n",
       "      <td>3747273.50</td>\n",
       "      <td>3937619.50</td>\n",
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       "      <th>2021-04-25</th>\n",
       "      <td>3668868.00</td>\n",
       "      <td>3875185.50</td>\n",
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       "                 Close  predictions\n",
       "Date                               \n",
       "2021-03-27  4055135.00   3823964.25\n",
       "2021-03-28  4053488.75   3888028.25\n",
       "2021-03-29  4200873.50   3960930.25\n",
       "2021-03-30  4327242.00   4064148.50\n",
       "2021-03-31  4313079.00   4187841.00\n",
       "2021-04-01  4330986.50   4285885.50\n",
       "2021-04-02  4357392.50   4355111.00\n",
       "2021-04-03  4226751.50   4399444.00\n",
       "2021-04-04  4311483.00   4383794.50\n",
       "2021-04-05  4327746.50   4368342.00\n",
       "2021-04-06  4276035.50   4352084.00\n",
       "2021-04-07  4170133.50   4320616.50\n",
       "2021-04-08  4347744.00   4261782.00\n",
       "2021-04-09  4352631.50   4253018.00\n",
       "2021-04-10  4468330.50   4260147.00\n",
       "2021-04-11  4499101.50   4301611.50\n",
       "2021-04-12  4491485.50   4351408.00\n",
       "2021-04-13  4774301.00   4390037.50\n",
       "2021-04-14  4734890.50   4488459.00\n",
       "2021-04-15  4731307.50   4564929.00\n",
       "2021-04-16  4591076.50   4612086.50\n",
       "2021-04-17  4524215.50   4595859.00\n",
       "2021-04-18  4191673.00   4542785.50\n",
       "2021-04-19  4172547.00   4401485.00\n",
       "2021-04-20  4260859.50   4267872.50\n",
       "2021-04-21  4066144.75   4193924.00\n",
       "2021-04-22  3886924.75   4112464.00\n",
       "2021-04-23  3825294.75   4016790.00\n",
       "2021-04-24  3747273.50   3937619.50\n",
       "2021-04-25  3668868.00   3875185.50"
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     "execution_count": 56,
     "metadata": {},
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   "source": [
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   "execution_count": 66,
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   "source": [
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   "cell_type": "code",
   "execution_count": 69,
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    {
     "data": {
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       "      <th>Open</th>\n",
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       "      <th>Close</th>\n",
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       "      <th>2019-09-18</th>\n",
       "      <td>734975.875</td>\n",
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       "                  Open         High       Low     Close         Volume\n",
       "Date                                                                  \n",
       "2019-09-18  734975.875  731490.6875  725478.5  725961.0  1151007367909"
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   "outputs": [],
   "source": [
    "model.save(\"Bitcoin_price_prediction.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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